csv file of building consents with the data fields 1-9 above. The matching process for assigning each consent to a LINZ parcel is described below. The following additional data fields are added. These are flags to designate the match to the LINZ dataset.
#pragma nodebook off
#Use nodebook for better reproducibility https://github.com/uoa-eResearch/nodebook
%reload_ext nodebook.ipython
%nodebook disk phase1
# load libraries
import geopandas as gpd # vector data
import pandas as pd # tabular data, loading CSVs
import numpy as np # numeric data
from util import *
import matplotlib # plotting
import contextily as ctx # Used for contextual basemaps
from scipy.spatial import cKDTree
from matplotlib_scalebar.scalebar import ScaleBar # scalebar for plot
import matplotlib.pyplot as plt # plotting
from tqdm.auto import tqdm # progress bars
tqdm.pandas()
import requests
import requests_cache
requests_cache.install_cache('requests_cache')
import json
from shapely.geometry import Point, shape, LineString, MultiLineString, GeometryCollection, MultiPoint, Polygon # creating points
plt.rcParams['figure.figsize'] = (20, 20)
pd.set_option('max_columns', None)
pd.set_option('max_rows', 300)
%%time
df = pd.read_csv("restricted/BCs_issued_by_AUP_TLADCs_2021FEB.csv", encoding='cp1252')
df = gpd.GeoDataFrame(df, geometry=gpd.points_from_xy(df.X_Coordinate, df.Y_Coordinate), crs=4326)
CPU times: user 1.24 s, sys: 210 ms, total: 1.45 s Wall time: 1.46 s
df
| OBS | CONSENT_DATE | MARCH_YEAR | ADDRESS_1 | ADDRESS_2 | ADDRESS_3 | LB_Name | BUILDING_TYPE_NAME | BUILDING_TYPE_CODE | FLOOR_AREA | VALUE | BUILDINGS | Building_Type_Group | Residential_Type | Business_Group | Business_Category | Type_Class_Year | MBCODE | MBYEAR | AUP_BaseZone | AUP_BaseZone_Group | ZONE | ZONE_ID | ZONE_NAME | ZONE_TYPE | BUSINESS_TYPE | PlanAreaName | SHA_Name_154 | X_Coordinate | Y_Coordinate | geometry | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 227614 | Feb 01, 2021 12:00:00 AM | Mar 01, 2020 12:00:00 AM | 398 PAKIRI BLOCK ROAD | Tomarata | Auckland | Rodney | Houses | 1111 | 231.0 | NaN | 1 | Residential | Detached | NaN | NaN | 2014 | 135900.0 | 2013.0 | Road | General | 27.0 | NaN | NaN | NaN | NaN | NaN | NaN | 174.634550 | -36.224858 | POINT (174.63455 -36.22486) |
| 1 | 227656 | Feb 01, 2021 12:00:00 AM | Mar 01, 2020 12:00:00 AM | Ahuroa Road | Puhoi | Auckland | Rodney | Non-building construction | 3111 | 0.0 | NaN | 1 | Other | NaN | NaN | NaN | 2014 | 146701.0 | 2013.0 | Road | General | 27.0 | NaN | NaN | NaN | NaN | NaN | NaN | 174.568721 | -36.475863 | POINT (174.56872 -36.47586) |
| 2 | 227796 | Feb 01, 2021 12:00:00 AM | Mar 01, 2020 12:00:00 AM | Upper Orewa Road | Upper Orewa | Auckland | Rodney | Townhouses, flats, units, and other dwellings | 1129 | 260.0 | NaN | 2 | Residential | Attached | NaN | NaN | 2014 | 177701.0 | 2013.0 | Road | General | 27.0 | NaN | NaN | NaN | NaN | NaN | NaN | 174.641586 | -36.590190 | POINT (174.64159 -36.59019) |
| 3 | 227896 | Feb 01, 2021 12:00:00 AM | Mar 01, 2020 12:00:00 AM | 56 VINISTRA ROAD | Huapai | Auckland | Rodney | Houses | 1111 | 179.0 | NaN | 1 | Residential | Detached | NaN | NaN | 2014 | 214900.0 | 2013.0 | Road | General | 27.0 | RDC_7 | Future Urban | Rural | NaN | Huapai Triangle | Huapai Triangle | 174.541738 | -36.778192 | POINT (174.54174 -36.77819) |
| 4 | 227902 | Feb 01, 2021 12:00:00 AM | Mar 01, 2020 12:00:00 AM | 77 VINISTRA ROAD | Huapai | Auckland | Rodney | Houses | 1111 | 180.0 | NaN | 1 | Residential | Detached | NaN | NaN | 2014 | 214900.0 | 2013.0 | Road | General | 27.0 | RDC_7 | Future Urban | Rural | NaN | Huapai Triangle | Huapai Triangle | 174.541738 | -36.778192 | POINT (174.54174 -36.77819) |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 207221 | 151352 | Jul 01, 2014 12:00:00 AM | Mar 01, 2015 12:00:00 AM | 164-168 | HOBSON ST | AUCKLAND | Waitemata | New Flats | 1200 | 0.0 | 3650000.0 | 0 | Residential | Attached | NaN | NaN | 1998 | 434200.0 | 2013.0 | Business - City Centre Zone | Business | 35.0 | CBD_1 | Central Area A | Business | Commercial | NaN | NaN | 174.760314 | -36.851526 | POINT (174.76031 -36.85153) |
| 207222 | 151351 | Jul 01, 2014 12:00:00 AM | Mar 01, 2015 12:00:00 AM | 464 | REMUERA RD | REMUERA | Orakei | New Flats | 1200 | 0.0 | 120000.0 | 0 | Residential | Attached | NaN | NaN | 1998 | 490600.0 | 2013.0 | Residential - Terrace Housing and Apartment Bu... | Residential | 8.0 | ACC_28 | Residential 7c | Residential | NaN | NaN | NaN | 174.801622 | -36.880545 | POINT (174.80162 -36.88055) |
| 207223 | 151350 | Jul 01, 2014 12:00:00 AM | Mar 01, 2015 12:00:00 AM | 55B | PANORAMA RD | MOUNT WELLINGTON | Maungakiekie - Tamaki | New (and pre-built) house, unit, bach, crib, b... | 1100 | 140.0 | 200000.0 | 1 | Residential | Detached | NaN | NaN | 1998 | 643401.0 | 2013.0 | Residential - Mixed Housing Suburban Zone | Residential | 18.0 | ACC_24 | Residential 6a | Residential | NaN | NaN | NaN | 174.830461 | -36.904046 | POINT (174.83046 -36.90405) |
| 207224 | 151349 | Jul 01, 2014 12:00:00 AM | Mar 01, 2015 12:00:00 AM | 67 | CUSTOMS ST EAST | AUCKLAND CENTRAL | Waitemata | New Offices | 1461 | 0.0 | 0.0 | 1 | Business | NaN | Group 2 | Offices | 1998 | 438104.0 | 2013.0 | Business - City Centre Zone | Business | 35.0 | CBD_2 | Central Area B | Business | Commercial | NaN | NaN | 174.768483 | -36.845564 | POINT (174.76848 -36.84556) |
| 207225 | 151348 | Jul 01, 2014 12:00:00 AM | Mar 01, 2015 12:00:00 AM | 67 | CUSTOMS ST EAST | AUCKLAND CENTRAL | Waitemata | New Hotels - excludes taverns, hotel bars and ... | 1411 | 8974.0 | 500000.0 | 1 | Business | NaN | Group 2 | Hospitality | 1998 | 438104.0 | 2013.0 | Business - City Centre Zone | Business | 35.0 | CBD_2 | Central Area B | Business | Commercial | NaN | NaN | 174.768483 | -36.845564 | POINT (174.76848 -36.84556) |
207226 rows × 31 columns
df["Ranged_Address_indicator"] = df.ADDRESS_1.str.contains('\d\w?\s?-', regex=True, na=False)
df["Ranged_Address_indicator"].value_counts()
False 200848 True 6378 Name: Ranged_Address_indicator, dtype: int64
%%time
# get number and name of street (but not 'road', 'street', 'place' etc)
# this can be used to match addresses with building consents
def number_name_bc(x):
"""extract street number and first complete word of the street name from building consents"""
if x.ADDRESS_1 is None:
pass
else:
# get number and first word of address
joined_address = ' '.join([str(x[f'ADDRESS_{i}']) for i in [1,2, 3]]).lower()
return ' '.join(joined_address.split(' ')[:2])
def full_address_bc(x):
"""extract full address from building consents"""
if x.ADDRESS_1 is None:
pass
else:
# get number and first word of address
joined_address = ' '.join([str(x[f'ADDRESS_{i}']) for i in [1,2, 3] if not str(x[f'ADDRESS_{i}']) == 'nan']).lower()
return joined_address
df['number_name'] = df.apply(number_name_bc, axis=1)
df['full_address'] = df.apply(full_address_bc, axis=1)
CPU times: user 51.3 s, sys: 1.53 s, total: 52.9 s Wall time: 52.9 s
any(df.full_address.str.contains("[āēīōū]"))
False
parcels = gpd.read_file('input/lds-nz-primary-parcels-FGDB.zip!nz-primary-parcels.gdb').to_crs(2193)
parcels = parcels.set_index("id")
parcels
| appellation | affected_surveys | parcel_intent | topology_type | statutory_actions | land_district | titles | survey_area | calc_area | geometry | |
|---|---|---|---|---|---|---|---|---|---|---|
| id | ||||||||||
| 4918991 | Lot 327 DP 56341 | DP 56341 | DCDB | Primary | None | North Auckland | NA8C/911 | 642.0 | 643.0 | MULTIPOLYGON (((1764256.381 5917306.269, 17642... |
| 4919914 | Lot 178 DP 56342 | DP 56342 | DCDB | Primary | None | North Auckland | 474924, NA8C/768 | 650.0 | 651.0 | MULTIPOLYGON (((1764569.269 5917546.907, 17645... |
| 4926734 | Lot 144 DP 53562 | DP 53562 | DCDB | Primary | None | North Auckland | 386353, 386354, 386355, 386356, NA4D/859 | 640.0 | 640.0 | MULTIPOLYGON (((1764447.122 5917598.067, 17644... |
| 4926945 | Lot 183 DP 56342 | DP 56342 | DCDB | Primary | None | North Auckland | 433646, NA8C/773 | 913.0 | 914.0 | MULTIPOLYGON (((1764510.216 5917605.992, 17644... |
| 4929034 | Lot 260 DP 56341 | DP 56341 | DCDB | Primary | None | North Auckland | 488577, NA8C/850 | 622.0 | 624.0 | MULTIPOLYGON (((1764653.473 5917395.879, 17646... |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 5227472 | None | None | Road | Primary | None | North Auckland | None | NaN | 1330.0 | MULTIPOLYGON (((1766929.317 5907928.650, 17669... |
| 5242816 | None | None | Road | Primary | None | North Auckland | None | NaN | 1049.0 | MULTIPOLYGON (((1766662.352 5908073.993, 17666... |
| 7520053 | Lot 5 DP 465319 | DP 465319 | Fee Simple Title | Primary | None | North Auckland | 621250 | 2253.0 | 2252.0 | MULTIPOLYGON (((1766988.975 5907984.681, 17669... |
| 7520049 | Lot 1 DP 465319 | DP 465319 | Fee Simple Title | Primary | None | North Auckland | 619244 | 13064.0 | 13062.0 | MULTIPOLYGON (((1766988.975 5907984.681, 17669... |
| 4733845 | Part Lot 59 DP 60001 | DP 60001 | DCDB | Primary | [Referenced] Declaration That State Housing La... | North Auckland | NA86D/103 | 5449.0 | 5447.0 | MULTIPOLYGON (((1766545.381 5908050.017, 17665... |
547903 rows × 10 columns
addresses = gpd.read_file('input/lds-nz-addresses-pilot-FGDB.zip!nz-addresses-pilot.gdb').to_crs(2193)
addresses
| address_id | source_dataset | change_id | full_address_number | full_road_name | full_address | territorial_authority | unit_type | unit_value | level_type | level_value | address_number_prefix | address_number | address_number_suffix | address_number_high | road_name_prefix | road_name | road_type_name | road_suffix | water_name | water_body_name | suburb_locality | town_city | address_class | address_lifecycle | gd2000_xcoord | gd2000_ycoord | road_name_ascii | water_name_ascii | water_body_name_ascii | suburb_locality_ascii | town_city_ascii | full_road_name_ascii | full_address_ascii | geometry | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 999891 | AIMS | 887328 | 10 | Barnfield Place | 10 Barnfield Place, Glendene, Auckland | Auckland | None | None | None | None | None | 10 | None | NaN | None | Barnfield | Place | None | None | None | Glendene | Auckland | Thoroughfare | Current | 174.651783 | -36.891240 | Barnfield | None | None | Glendene | Auckland | Barnfield Place | 10 Barnfield Place, Glendene, Auckland | POINT (1747183.936 5915918.849) |
| 1 | 999921 | AIMS | 887357 | 11 | Barnfield Place | 11 Barnfield Place, Glendene, Auckland | Auckland | None | None | None | None | None | 11 | None | NaN | None | Barnfield | Place | None | None | None | Glendene | Auckland | Thoroughfare | Current | 174.652010 | -36.891441 | Barnfield | None | None | Glendene | Auckland | Barnfield Place | 11 Barnfield Place, Glendene, Auckland | POINT (1747203.803 5915896.158) |
| 2 | 999986 | AIMS | 887418 | 14 | Barnfield Place | 14 Barnfield Place, Glendene, Auckland | Auckland | None | None | None | None | None | 14 | None | NaN | None | Barnfield | Place | None | None | None | Glendene | Auckland | Thoroughfare | Current | 174.652128 | -36.891016 | Barnfield | None | None | Glendene | Auckland | Barnfield Place | 14 Barnfield Place, Glendene, Auckland | POINT (1747215.175 5915943.129) |
| 3 | 1000015 | AIMS | 887447 | 16 | Barnfield Place | 16 Barnfield Place, Glendene, Auckland | Auckland | None | None | None | None | None | 16 | None | NaN | None | Barnfield | Place | None | None | None | Glendene | Auckland | Thoroughfare | Current | 174.652287 | -36.890874 | Barnfield | None | None | Glendene | Auckland | Barnfield Place | 16 Barnfield Place, Glendene, Auckland | POINT (1747229.606 5915958.610) |
| 4 | 1000050 | AIMS | 887473 | 18 | Barnfield Place | 18 Barnfield Place, Glendene, Auckland | Auckland | None | None | None | None | None | 18 | None | NaN | None | Barnfield | Place | None | None | None | Glendene | Auckland | Thoroughfare | Current | 174.652338 | -36.890719 | Barnfield | None | None | Glendene | Auckland | Barnfield Place | 18 Barnfield Place, Glendene, Auckland | POINT (1747234.400 5915975.823) |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 667637 | 3070850 | CADS | 70850 | 27 | Wairiki Road | 27 Wairiki Road, Mount Eden, Auckland | Auckland | None | None | None | None | None | 27 | None | NaN | None | Wairiki | Road | None | None | None | Mount Eden | Auckland | Thoroughfare | Current | 174.754973 | -36.890654 | Wairiki | None | None | Mount Eden | Auckland | Wairiki Road | 27 Wairiki Road, Mount Eden, Auckland | POINT (1756380.800 5915819.700) |
| 667638 | 3070851 | CADS | 70851 | 44 | Wairiki Road | 44 Wairiki Road, Mount Eden, Auckland | Auckland | None | None | None | None | None | 44 | None | NaN | None | Wairiki | Road | None | None | None | Mount Eden | Auckland | Thoroughfare | Current | 174.755018 | -36.890903 | Wairiki | None | None | Mount Eden | Auckland | Wairiki Road | 44 Wairiki Road, Mount Eden, Auckland | POINT (1756384.300 5915792.000) |
| 667639 | 3075863 | CADS | 75863 | 2/50 | Ellerton Road | 2/50 Ellerton Road, Mount Eden, Auckland | Auckland | None | 2 | None | None | None | 50 | None | NaN | None | Ellerton | Road | None | None | None | Mount Eden | Auckland | Thoroughfare | Current | 174.754430 | -36.892419 | Ellerton | None | None | Mount Eden | Auckland | Ellerton Road | 2/50 Ellerton Road, Mount Eden, Auckland | POINT (1756328.800 5915624.800) |
| 667640 | 3075874 | CADS | 75874 | 1/15 | Douglas Road | 1/15 Douglas Road, Mount Eden, Auckland | Auckland | None | 1 | None | None | None | 15 | None | NaN | None | Douglas | Road | None | None | None | Mount Eden | Auckland | Thoroughfare | Current | 174.754200 | -36.889190 | Douglas | None | None | Mount Eden | Auckland | Douglas Road | 1/15 Douglas Road, Mount Eden, Auckland | POINT (1756314.900 5915983.400) |
| 667641 | 3075875 | CADS | 75875 | 2/15 | Douglas Road | 2/15 Douglas Road, Mount Eden, Auckland | Auckland | None | 2 | None | None | None | 15 | None | NaN | None | Douglas | Road | None | None | None | Mount Eden | Auckland | Thoroughfare | Current | 174.754200 | -36.889190 | Douglas | None | None | Mount Eden | Auckland | Douglas Road | 2/15 Douglas Road, Mount Eden, Auckland | POINT (1756314.900 5915983.400) |
667642 rows × 35 columns
def number_name_addresses(x):
return ' '.join(x.split(' ')[:2]).lower()
addresses['address_number_name'] = addresses.full_address_ascii.apply(number_name_addresses)
addresses
| address_id | source_dataset | change_id | full_address_number | full_road_name | full_address | territorial_authority | unit_type | unit_value | level_type | level_value | address_number_prefix | address_number | address_number_suffix | address_number_high | road_name_prefix | road_name | road_type_name | road_suffix | water_name | water_body_name | suburb_locality | town_city | address_class | address_lifecycle | gd2000_xcoord | gd2000_ycoord | road_name_ascii | water_name_ascii | water_body_name_ascii | suburb_locality_ascii | town_city_ascii | full_road_name_ascii | full_address_ascii | geometry | address_number_name | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 999891 | AIMS | 887328 | 10 | Barnfield Place | 10 Barnfield Place, Glendene, Auckland | Auckland | None | None | None | None | None | 10 | None | NaN | None | Barnfield | Place | None | None | None | Glendene | Auckland | Thoroughfare | Current | 174.651783 | -36.891240 | Barnfield | None | None | Glendene | Auckland | Barnfield Place | 10 Barnfield Place, Glendene, Auckland | POINT (1747183.936 5915918.849) | 10 barnfield |
| 1 | 999921 | AIMS | 887357 | 11 | Barnfield Place | 11 Barnfield Place, Glendene, Auckland | Auckland | None | None | None | None | None | 11 | None | NaN | None | Barnfield | Place | None | None | None | Glendene | Auckland | Thoroughfare | Current | 174.652010 | -36.891441 | Barnfield | None | None | Glendene | Auckland | Barnfield Place | 11 Barnfield Place, Glendene, Auckland | POINT (1747203.803 5915896.158) | 11 barnfield |
| 2 | 999986 | AIMS | 887418 | 14 | Barnfield Place | 14 Barnfield Place, Glendene, Auckland | Auckland | None | None | None | None | None | 14 | None | NaN | None | Barnfield | Place | None | None | None | Glendene | Auckland | Thoroughfare | Current | 174.652128 | -36.891016 | Barnfield | None | None | Glendene | Auckland | Barnfield Place | 14 Barnfield Place, Glendene, Auckland | POINT (1747215.175 5915943.129) | 14 barnfield |
| 3 | 1000015 | AIMS | 887447 | 16 | Barnfield Place | 16 Barnfield Place, Glendene, Auckland | Auckland | None | None | None | None | None | 16 | None | NaN | None | Barnfield | Place | None | None | None | Glendene | Auckland | Thoroughfare | Current | 174.652287 | -36.890874 | Barnfield | None | None | Glendene | Auckland | Barnfield Place | 16 Barnfield Place, Glendene, Auckland | POINT (1747229.606 5915958.610) | 16 barnfield |
| 4 | 1000050 | AIMS | 887473 | 18 | Barnfield Place | 18 Barnfield Place, Glendene, Auckland | Auckland | None | None | None | None | None | 18 | None | NaN | None | Barnfield | Place | None | None | None | Glendene | Auckland | Thoroughfare | Current | 174.652338 | -36.890719 | Barnfield | None | None | Glendene | Auckland | Barnfield Place | 18 Barnfield Place, Glendene, Auckland | POINT (1747234.400 5915975.823) | 18 barnfield |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 667637 | 3070850 | CADS | 70850 | 27 | Wairiki Road | 27 Wairiki Road, Mount Eden, Auckland | Auckland | None | None | None | None | None | 27 | None | NaN | None | Wairiki | Road | None | None | None | Mount Eden | Auckland | Thoroughfare | Current | 174.754973 | -36.890654 | Wairiki | None | None | Mount Eden | Auckland | Wairiki Road | 27 Wairiki Road, Mount Eden, Auckland | POINT (1756380.800 5915819.700) | 27 wairiki |
| 667638 | 3070851 | CADS | 70851 | 44 | Wairiki Road | 44 Wairiki Road, Mount Eden, Auckland | Auckland | None | None | None | None | None | 44 | None | NaN | None | Wairiki | Road | None | None | None | Mount Eden | Auckland | Thoroughfare | Current | 174.755018 | -36.890903 | Wairiki | None | None | Mount Eden | Auckland | Wairiki Road | 44 Wairiki Road, Mount Eden, Auckland | POINT (1756384.300 5915792.000) | 44 wairiki |
| 667639 | 3075863 | CADS | 75863 | 2/50 | Ellerton Road | 2/50 Ellerton Road, Mount Eden, Auckland | Auckland | None | 2 | None | None | None | 50 | None | NaN | None | Ellerton | Road | None | None | None | Mount Eden | Auckland | Thoroughfare | Current | 174.754430 | -36.892419 | Ellerton | None | None | Mount Eden | Auckland | Ellerton Road | 2/50 Ellerton Road, Mount Eden, Auckland | POINT (1756328.800 5915624.800) | 2/50 ellerton |
| 667640 | 3075874 | CADS | 75874 | 1/15 | Douglas Road | 1/15 Douglas Road, Mount Eden, Auckland | Auckland | None | 1 | None | None | None | 15 | None | NaN | None | Douglas | Road | None | None | None | Mount Eden | Auckland | Thoroughfare | Current | 174.754200 | -36.889190 | Douglas | None | None | Mount Eden | Auckland | Douglas Road | 1/15 Douglas Road, Mount Eden, Auckland | POINT (1756314.900 5915983.400) | 1/15 douglas |
| 667641 | 3075875 | CADS | 75875 | 2/15 | Douglas Road | 2/15 Douglas Road, Mount Eden, Auckland | Auckland | None | 2 | None | None | None | 15 | None | NaN | None | Douglas | Road | None | None | None | Mount Eden | Auckland | Thoroughfare | Current | 174.754200 | -36.889190 | Douglas | None | None | Mount Eden | Auckland | Douglas Road | 2/15 Douglas Road, Mount Eden, Auckland | POINT (1756314.900 5915983.400) | 2/15 douglas |
667642 rows × 36 columns
%%time
parcels_addressed = gpd.sjoin(parcels, addresses)
CPU times: user 34.4 s, sys: 4.23 s, total: 38.6 s Wall time: 38.5 s
%%time
parcels["addresses"] = parcel_address_number_name = parcels_addressed.groupby('id')['address_number_name'].apply(list)
display(parcels["addresses"])
parcels["full_addresses"] = parcels_addressed.groupby('id')["full_address"].apply(list)
display(parcels["full_addresses"])
id
4918991 [3/12 college, 1/12 college, 2/12 college, 12 ...
4919914 [15 abraham]
4926734 [3/20 simkin, 1/20 simkin, 2/20 simkin, 20 sim...
4926945 [3 abraham, 4/3 abraham, 3/3 abraham, 2/3 abra...
4929034 [49 caulton]
...
5227472 [112z bairds]
5242816 NaN
7520053 [9 lovegrove]
7520049 [15 lovegrove]
4733845 [7 otara]
Name: addresses, Length: 547903, dtype: object
id
4918991 [3/12 College Road, Saint Johns, Auckland, 1/1...
4919914 [15 Abraham Place, Saint Johns, Auckland]
4926734 [3/20 Simkin Avenue, Saint Johns, Auckland, 1/...
4926945 [3 Abraham Place, Saint Johns, Auckland, 4/3 A...
4929034 [49 Caulton Street, Saint Johns, Auckland]
...
5227472 [112Z Bairds Road, Ōtara, Auckland]
5242816 NaN
7520053 [9 Lovegrove Crescent, Ōtara, Auckland]
7520049 [15 Lovegrove Crescent, Ōtara, Auckland]
4733845 [7 Otara Road, Ōtara, Auckland]
Name: full_addresses, Length: 547903, dtype: object
CPU times: user 34.9 s, sys: 6.33 ms, total: 34.9 s Wall time: 34.9 s
%%time
df = gpd.sjoin(df.to_crs(2193), parcels[["addresses","full_addresses","geometry"]], how="left")
CPU times: user 11.3 s, sys: 95.1 ms, total: 11.4 s Wall time: 11.4 s
print(sum(df.number_name.str.contains("mt")),
sum(df.number_name.str.contains("mount")),
sum(addresses.address_number_name.str.contains("mt")),
sum(addresses.address_number_name.str.contains("mount")))
690 597 135 5840
df = df.rename(columns={"index_right": "LINZ_parcel_ID"})
df.LINZ_parcel_ID = df.LINZ_parcel_ID.astype("Int64")
df
| OBS | CONSENT_DATE | MARCH_YEAR | ADDRESS_1 | ADDRESS_2 | ADDRESS_3 | LB_Name | BUILDING_TYPE_NAME | BUILDING_TYPE_CODE | FLOOR_AREA | VALUE | BUILDINGS | Building_Type_Group | Residential_Type | Business_Group | Business_Category | Type_Class_Year | MBCODE | MBYEAR | AUP_BaseZone | AUP_BaseZone_Group | ZONE | ZONE_ID | ZONE_NAME | ZONE_TYPE | BUSINESS_TYPE | PlanAreaName | SHA_Name_154 | X_Coordinate | Y_Coordinate | geometry | Ranged_Address_indicator | number_name | full_address | LINZ_parcel_ID | addresses | full_addresses | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 227614 | Feb 01, 2021 12:00:00 AM | Mar 01, 2020 12:00:00 AM | 398 PAKIRI BLOCK ROAD | Tomarata | Auckland | Rodney | Houses | 1111 | 231.0 | NaN | 1 | Residential | Detached | NaN | NaN | 2014 | 135900.0 | 2013.0 | Road | General | 27.0 | NaN | NaN | NaN | NaN | NaN | NaN | 174.634550 | -36.224858 | POINT (1746904.853 5989872.553) | False | 398 pakiri | 398 pakiri block road tomarata auckland | 5209817 | NaN | NaN |
| 1 | 227656 | Feb 01, 2021 12:00:00 AM | Mar 01, 2020 12:00:00 AM | Ahuroa Road | Puhoi | Auckland | Rodney | Non-building construction | 3111 | 0.0 | NaN | 1 | Other | NaN | NaN | NaN | 2014 | 146701.0 | 2013.0 | Road | General | 27.0 | NaN | NaN | NaN | NaN | NaN | NaN | 174.568721 | -36.475863 | POINT (1740536.028 5962125.407) | False | ahuroa road | ahuroa road puhoi auckland | 5227114 | NaN | NaN |
| 2 | 227796 | Feb 01, 2021 12:00:00 AM | Mar 01, 2020 12:00:00 AM | Upper Orewa Road | Upper Orewa | Auckland | Rodney | Townhouses, flats, units, and other dwellings | 1129 | 260.0 | NaN | 2 | Residential | Attached | NaN | NaN | 2014 | 177701.0 | 2013.0 | Road | General | 27.0 | NaN | NaN | NaN | NaN | NaN | NaN | 174.641586 | -36.590190 | POINT (1746847.868 5949333.496) | False | upper orewa | upper orewa road upper orewa auckland | 6605265 | NaN | NaN |
| 3 | 227896 | Feb 01, 2021 12:00:00 AM | Mar 01, 2020 12:00:00 AM | 56 VINISTRA ROAD | Huapai | Auckland | Rodney | Houses | 1111 | 179.0 | NaN | 1 | Residential | Detached | NaN | NaN | 2014 | 214900.0 | 2013.0 | Road | General | 27.0 | RDC_7 | Future Urban | Rural | NaN | Huapai Triangle | Huapai Triangle | 174.541738 | -36.778192 | POINT (1737579.970 5928624.665) | False | 56 vinistra | 56 vinistra road huapai auckland | 7859219 | NaN | NaN |
| 4 | 227902 | Feb 01, 2021 12:00:00 AM | Mar 01, 2020 12:00:00 AM | 77 VINISTRA ROAD | Huapai | Auckland | Rodney | Houses | 1111 | 180.0 | NaN | 1 | Residential | Detached | NaN | NaN | 2014 | 214900.0 | 2013.0 | Road | General | 27.0 | RDC_7 | Future Urban | Rural | NaN | Huapai Triangle | Huapai Triangle | 174.541738 | -36.778192 | POINT (1737579.970 5928624.665) | False | 77 vinistra | 77 vinistra road huapai auckland | 7859219 | NaN | NaN |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 207221 | 151352 | Jul 01, 2014 12:00:00 AM | Mar 01, 2015 12:00:00 AM | 164-168 | HOBSON ST | AUCKLAND | Waitemata | New Flats | 1200 | 0.0 | 3650000.0 | 0 | Residential | Attached | NaN | NaN | 1998 | 434200.0 | 2013.0 | Business - City Centre Zone | Business | 35.0 | CBD_1 | Central Area A | Business | Commercial | NaN | NaN | 174.760314 | -36.851526 | POINT (1756936.812 5920152.000) | True | 164-168 hobson | 164-168 hobson st auckland | 6752833 | [37 cook, 1305/168 hobson, 1301/168 hobson, 16... | [37 Cook Street, Auckland Central, Auckland, 1... |
| 207222 | 151351 | Jul 01, 2014 12:00:00 AM | Mar 01, 2015 12:00:00 AM | 464 | REMUERA RD | REMUERA | Orakei | New Flats | 1200 | 0.0 | 120000.0 | 0 | Residential | Attached | NaN | NaN | 1998 | 490600.0 | 2013.0 | Residential - Terrace Housing and Apartment Bu... | Residential | 8.0 | ACC_28 | Residential 7c | Residential | NaN | NaN | NaN | 174.801622 | -36.880545 | POINT (1760559.126 5916863.750) | False | 464 remuera | 464 remuera rd remuera | 4928237 | [464 remuera, 2/464 remuera, 1/464 remuera, 3b... | [464 Remuera Road, Remuera, Auckland, 2/464 Re... |
| 207223 | 151350 | Jul 01, 2014 12:00:00 AM | Mar 01, 2015 12:00:00 AM | 55B | PANORAMA RD | MOUNT WELLINGTON | Maungakiekie - Tamaki | New (and pre-built) house, unit, bach, crib, b... | 1100 | 140.0 | 200000.0 | 1 | Residential | Detached | NaN | NaN | 1998 | 643401.0 | 2013.0 | Residential - Mixed Housing Suburban Zone | Residential | 18.0 | ACC_24 | Residential 6a | Residential | NaN | NaN | NaN | 174.830461 | -36.904046 | POINT (1763079.439 5914207.500) | False | 55b panorama | 55b panorama rd mount wellington | 4963967 | [55 panorama] | [55 Panorama Road, Mount Wellington, Auckland] |
| 207224 | 151349 | Jul 01, 2014 12:00:00 AM | Mar 01, 2015 12:00:00 AM | 67 | CUSTOMS ST EAST | AUCKLAND CENTRAL | Waitemata | New Offices | 1461 | 0.0 | 0.0 | 1 | Business | NaN | Group 2 | Offices | 1998 | 438104.0 | 2013.0 | Business - City Centre Zone | Business | 35.0 | CBD_2 | Central Area B | Business | Commercial | NaN | NaN | 174.768483 | -36.845564 | POINT (1757677.379 5920800.000) | False | 67 customs | 67 customs st east auckland central | 5030200 | [67 customs, 8/67 customs, 7/67 customs, 4/67 ... | [67 Customs Street East, Auckland Central, Auc... |
| 207225 | 151348 | Jul 01, 2014 12:00:00 AM | Mar 01, 2015 12:00:00 AM | 67 | CUSTOMS ST EAST | AUCKLAND CENTRAL | Waitemata | New Hotels - excludes taverns, hotel bars and ... | 1411 | 8974.0 | 500000.0 | 1 | Business | NaN | Group 2 | Hospitality | 1998 | 438104.0 | 2013.0 | Business - City Centre Zone | Business | 35.0 | CBD_2 | Central Area B | Business | Commercial | NaN | NaN | 174.768483 | -36.845564 | POINT (1757677.379 5920800.000) | False | 67 customs | 67 customs st east auckland central | 5030200 | [67 customs, 8/67 customs, 7/67 customs, 4/67 ... | [67 Customs Street East, Auckland Central, Auc... |
207226 rows × 37 columns
assert df.index.is_unique
def check_match(row):
if row.number_name in row.addresses:
return 1
return np.nan
match = df[~pd.isna(df.number_name) & ~pd.isna(df.addresses)].apply(check_match, axis=1)
df["LINZ_MATCH_CODE"] = match
df.LINZ_MATCH_CODE.value_counts(dropna=False)
1.0 127623 NaN 79603 Name: LINZ_MATCH_CODE, dtype: int64
Find all the LINZ parcels within r radius of the geo-coordinate of the consent
a. Search for a match of the consent address within the set of LINZ parcels within the radius r. If a match is found, stop and set LINZ_MATCH_CODE = 2. If there is no match, go on to 3:
parcel_tree = cKDTree(list(parcels.centroid.apply(lambda x: (x.x, x.y))))
parcel_tree
<scipy.spatial.ckdtree.cKDTree at 0x7f9063420510>
sample = df[pd.isna(df["LINZ_MATCH_CODE"]) & df.number_name.isin(addresses.address_number_name)].head(1)
sample
| OBS | CONSENT_DATE | MARCH_YEAR | ADDRESS_1 | ADDRESS_2 | ADDRESS_3 | LB_Name | BUILDING_TYPE_NAME | BUILDING_TYPE_CODE | FLOOR_AREA | VALUE | BUILDINGS | Building_Type_Group | Residential_Type | Business_Group | Business_Category | Type_Class_Year | MBCODE | MBYEAR | AUP_BaseZone | AUP_BaseZone_Group | ZONE | ZONE_ID | ZONE_NAME | ZONE_TYPE | BUSINESS_TYPE | PlanAreaName | SHA_Name_154 | X_Coordinate | Y_Coordinate | geometry | Ranged_Address_indicator | number_name | full_address | LINZ_parcel_ID | addresses | full_addresses | LINZ_MATCH_CODE | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 3 | 227896 | Feb 01, 2021 12:00:00 AM | Mar 01, 2020 12:00:00 AM | 56 VINISTRA ROAD | Huapai | Auckland | Rodney | Houses | 1111 | 179.0 | NaN | 1 | Residential | Detached | NaN | NaN | 2014 | 214900.0 | 2013.0 | Road | General | 27.0 | RDC_7 | Future Urban | Rural | NaN | Huapai Triangle | Huapai Triangle | 174.541738 | -36.778192 | POINT (1737579.970 5928624.665) | False | 56 vinistra | 56 vinistra road huapai auckland | 7859219 | NaN | NaN | NaN |
indices_in_range = parcel_tree.query_ball_point([sample.centroid.iloc[0].x, sample.centroid.iloc[0].y], 1250)
ax = sample.to_crs(epsg=3857).plot(color="red", alpha=1)
sample.buffer(1250).to_crs(epsg=3857).plot(ax=ax, alpha=.5, color="green")
potential_matches = parcels.iloc[indices_in_range]
potential_matches.to_crs(epsg=3857).plot(ax=ax, alpha=.5, edgecolor="black")
potential_matches[potential_matches.addresses.str.contains(sample.number_name.iloc[0], na=False, regex=False)].to_crs(epsg=3857).plot(ax=ax, color="red")
ctx.add_basemap(ax, source=ctx.providers.Esri.WorldImagery)
def find_match_in_range(row):
indices_in_range = parcel_tree.query_ball_point([row.geometry.x, row.geometry.y], 1250)
potential_matches = parcels.iloc[indices_in_range]
match = potential_matches[potential_matches.addresses.str.contains(row.number_name, na=False, regex=False)]
if len(match):
row.LINZ_parcel_ID = match.index[0]
row.addresses = match.addresses.iloc[0]
row.full_addresses = match.full_addresses.iloc[0]
row.LINZ_MATCH_CODE = 2
return row
matches = df[
~pd.isna(df.number_name) &
pd.isna(df["LINZ_MATCH_CODE"]) &
df.number_name.isin(addresses.address_number_name)].progress_apply(find_match_in_range, axis=1)
matches
| OBS | CONSENT_DATE | MARCH_YEAR | ADDRESS_1 | ADDRESS_2 | ADDRESS_3 | LB_Name | BUILDING_TYPE_NAME | BUILDING_TYPE_CODE | FLOOR_AREA | VALUE | BUILDINGS | Building_Type_Group | Residential_Type | Business_Group | Business_Category | Type_Class_Year | MBCODE | MBYEAR | AUP_BaseZone | AUP_BaseZone_Group | ZONE | ZONE_ID | ZONE_NAME | ZONE_TYPE | BUSINESS_TYPE | PlanAreaName | SHA_Name_154 | X_Coordinate | Y_Coordinate | geometry | Ranged_Address_indicator | number_name | full_address | LINZ_parcel_ID | addresses | full_addresses | LINZ_MATCH_CODE | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 3 | 227896 | Feb 01, 2021 12:00:00 AM | Mar 01, 2020 12:00:00 AM | 56 VINISTRA ROAD | Huapai | Auckland | Rodney | Houses | 1111 | 179.0 | NaN | 1 | Residential | Detached | NaN | NaN | 2014 | 214900.0 | 2013.0 | Road | General | 27.0 | RDC_7 | Future Urban | Rural | NaN | Huapai Triangle | Huapai Triangle | 174.541738 | -36.778192 | POINT (1737579.970 5928624.665) | False | 56 vinistra | 56 vinistra road huapai auckland | 8081617 | [56 vinistra] | [56 Vinistra Road, Kumeū] | 2.0 |
| 4 | 227902 | Feb 01, 2021 12:00:00 AM | Mar 01, 2020 12:00:00 AM | 77 VINISTRA ROAD | Huapai | Auckland | Rodney | Houses | 1111 | 180.0 | NaN | 1 | Residential | Detached | NaN | NaN | 2014 | 214900.0 | 2013.0 | Road | General | 27.0 | RDC_7 | Future Urban | Rural | NaN | Huapai Triangle | Huapai Triangle | 174.541738 | -36.778192 | POINT (1737579.970 5928624.665) | False | 77 vinistra | 77 vinistra road huapai auckland | 8081611 | [77 vinistra] | [77 Vinistra Road, Kumeū] | 2.0 |
| 6 | 227911 | Feb 01, 2021 12:00:00 AM | Mar 01, 2020 12:00:00 AM | 753A COATESVILLE-RIVERHEAD HIGHWAY | Riverhead | Auckland | Rodney | Non-building construction | 3111 | 0.0 | NaN | 1 | Other | NaN | NaN | NaN | 2014 | 214502.0 | 2013.0 | Road | General | 27.0 | NaN | NaN | NaN | NaN | NaN | NaN | 174.584367 | -36.783907 | POINT (1741373.805 5927928.444) | False | 753a coatesville-riverhead | 753a coatesville-riverhead highway riverhead a... | 5230689 | NaN | NaN | NaN |
| 7 | 227912 | Feb 01, 2021 12:00:00 AM | Mar 01, 2020 12:00:00 AM | 21 DIAMOND LANE | Riverhead | Auckland | Rodney | Farm buildings | 2711 | 313.0 | NaN | 1 | Other | NaN | NaN | NaN | 2014 | 216902.0 | 2013.0 | Road | General | 27.0 | RDC_2 | Countryside Living Rural | Rural | NaN | NaN | NaN | 174.618681 | -36.761155 | POINT (1744478.626 5930401.325) | False | 21 diamond | 21 diamond lane riverhead auckland | 7741687 | [21 diamond] | [21 Diamond Lane, Riverhead] | 2.0 |
| 9 | 227954 | Feb 01, 2021 12:00:00 AM | Mar 01, 2020 12:00:00 AM | 60 CLARK ROAD | Hobsonville | Auckland | Upper Harbour | Houses | 1111 | 195.0 | NaN | 1 | Residential | Detached | NaN | NaN | 2014 | 222600.0 | 2013.0 | Residential - Mixed Housing Urban Zone | Residential | 60.0 | WCC_16 | Special Area | Special | NaN | Scott Point, Sunderland Precinct, Hobsonville ... | Scott Point, Sunderland Precinct, Hobsonville ... | 174.652342 | -36.798024 | POINT (1747412.651 5926259.663) | False | 60 clark | 60 clark road hobsonville auckland | 8185386 | NaN | NaN | NaN |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 207198 | 151375 | Jul 01, 2014 12:00:00 AM | Mar 01, 2015 12:00:00 AM | 20A | HOLBROOK ST | AVONDALE | Whau | New (and pre-built) house, unit, bach, crib, b... | 1100 | 241.0 | 350000.0 | 1 | Residential | Detached | NaN | NaN | 1998 | 378602.0 | 2013.0 | Residential - Mixed Housing Suburban Zone | Residential | 18.0 | ACC_18 | Residential 5 | Residential | NaN | NaN | NaN | 174.704383 | -36.908561 | POINT (1751836.997 5913914.750) | False | 20a holbrook | 20a holbrook st avondale | 5086422 | [20a holbrook, 20b holbrook] | [20A Holbrook Street, Blockhouse Bay, Auckland... | 2.0 |
| 207203 | 151370 | Jul 01, 2014 12:00:00 AM | Mar 01, 2015 12:00:00 AM | 5B | COMMODORE DR | LYNFIELD | Puketapapa | New (and pre-built) house, unit, bach, crib, b... | 1100 | 160.0 | 250000.0 | 1 | Residential | Detached | NaN | NaN | 1998 | 587400.0 | 2013.0 | Residential - Mixed Housing Urban Zone | Residential | 60.0 | ACC_24 | Residential 6a | Residential | NaN | NaN | NaN | 174.720223 | -36.926547 | POINT (1753212.269 5911893.874) | False | 5b commodore | 5b commodore dr lynfield | 6810857 | [5b commodore] | [5B Commodore Drive, Mount Roskill, Auckland] | 2.0 |
| 207205 | 151368 | Jul 01, 2014 12:00:00 AM | Mar 01, 2015 12:00:00 AM | 54 | ELLIS AVE | MOUNT ROSKILL | Puketapapa | New (and pre-built) house, unit, bach, crib, b... | 1100 | 158.0 | 268000.0 | 1 | Residential | Detached | NaN | NaN | 1998 | 584402.0 | 2013.0 | Residential - Mixed Housing Suburban Zone | Residential | 18.0 | ACC_24 | Residential 6a | Residential | NaN | NaN | NaN | 174.719375 | -36.912989 | POINT (1753163.815 5913399.499) | False | 54 ellis | 54 ellis ave mount roskill | 7607279 | [54 ellis] | [54 Ellis Avenue, Mount Roskill, Auckland] | 2.0 |
| 207208 | 151365 | Jul 01, 2014 12:00:00 AM | Mar 01, 2015 12:00:00 AM | 1B | WAIRUA RD | REMUERA | Orakei | New (and pre-built) house, unit, bach, crib, b... | 1100 | 127.0 | 400000.0 | 1 | Residential | Detached | NaN | NaN | 1998 | 494200.0 | 2013.0 | Residential - Terrace Housing and Apartment Bu... | Residential | 8.0 | ACC_18 | Residential 5 | Residential | NaN | NaN | NaN | 174.804747 | -36.882127 | POINT (1760834.375 5916683.000) | False | 1b wairua | 1b wairua rd remuera | 7487630 | [1b wairua] | [1B Wairua Road, Remuera, Auckland] | 2.0 |
| 207223 | 151350 | Jul 01, 2014 12:00:00 AM | Mar 01, 2015 12:00:00 AM | 55B | PANORAMA RD | MOUNT WELLINGTON | Maungakiekie - Tamaki | New (and pre-built) house, unit, bach, crib, b... | 1100 | 140.0 | 200000.0 | 1 | Residential | Detached | NaN | NaN | 1998 | 643401.0 | 2013.0 | Residential - Mixed Housing Suburban Zone | Residential | 18.0 | ACC_24 | Residential 6a | Residential | NaN | NaN | NaN | 174.830461 | -36.904046 | POINT (1763079.439 5914207.500) | False | 55b panorama | 55b panorama rd mount wellington | 5068248 | [55b panorama] | [55B Panorama Road, Mount Wellington, Auckland] | 2.0 |
41249 rows × 38 columns
df.update(matches)
df.LINZ_MATCH_CODE.value_counts(dropna=False)
1.0 127623 NaN 43953 2.0 35650 Name: LINZ_MATCH_CODE, dtype: int64
df[pd.isna(df["LINZ_MATCH_CODE"]) & df.number_name.isin(addresses.address_number_name)]
| OBS | CONSENT_DATE | MARCH_YEAR | ADDRESS_1 | ADDRESS_2 | ADDRESS_3 | LB_Name | BUILDING_TYPE_NAME | BUILDING_TYPE_CODE | FLOOR_AREA | VALUE | BUILDINGS | Building_Type_Group | Residential_Type | Business_Group | Business_Category | Type_Class_Year | MBCODE | MBYEAR | AUP_BaseZone | AUP_BaseZone_Group | ZONE | ZONE_ID | ZONE_NAME | ZONE_TYPE | BUSINESS_TYPE | PlanAreaName | SHA_Name_154 | X_Coordinate | Y_Coordinate | geometry | Ranged_Address_indicator | number_name | full_address | LINZ_parcel_ID | addresses | full_addresses | LINZ_MATCH_CODE | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 6 | 227911.0 | Feb 01, 2021 12:00:00 AM | Mar 01, 2020 12:00:00 AM | 753A COATESVILLE-RIVERHEAD HIGHWAY | Riverhead | Auckland | Rodney | Non-building construction | 3111.0 | 0.0 | NaN | 1.0 | Other | NaN | NaN | NaN | 2014.0 | 214502.0 | 2013.0 | Road | General | 27.0 | NaN | NaN | NaN | NaN | NaN | NaN | 174.584367 | -36.783907 | POINT (1741373.805 5927928.444) | False | 753a coatesville-riverhead | 753a coatesville-riverhead highway riverhead a... | 5230689 | NaN | NaN | NaN |
| 9 | 227954.0 | Feb 01, 2021 12:00:00 AM | Mar 01, 2020 12:00:00 AM | 60 CLARK ROAD | Hobsonville | Auckland | Upper Harbour | Houses | 1111.0 | 195.0 | NaN | 1.0 | Residential | Detached | NaN | NaN | 2014.0 | 222600.0 | 2013.0 | Residential - Mixed Housing Urban Zone | Residential | 60.0 | WCC_16 | Special Area | Special | NaN | Scott Point, Sunderland Precinct, Hobsonville ... | Scott Point, Sunderland Precinct, Hobsonville ... | 174.652342 | -36.798024 | POINT (1747412.651 5926259.663) | False | 60 clark | 60 clark road hobsonville auckland | 8185386 | NaN | NaN | NaN |
| 18 | 228723.0 | Feb 01, 2021 12:00:00 AM | Mar 01, 2020 12:00:00 AM | 344 FLAT BUSH SCHOOL ROAD | FLAT BUSH | Auckland | Howick | Non-building construction | 3111.0 | 0.0 | NaN | 1.0 | Other | NaN | NaN | NaN | 2014.0 | 713100.0 | 2013.0 | Road | General | 27.0 | MCC_ROAD | Secondary Road | Other | NaN | NaN | NaN | 174.915055 | -36.973715 | POINT (1770461.566 5906329.777) | False | 344 flat | 344 flat bush school road flat bush auckland | 5209063 | NaN | NaN | NaN |
| 21 | 228822.0 | Feb 01, 2021 12:00:00 AM | Mar 01, 2020 12:00:00 AM | 149 GROVE ROAD | PAPAKURA | Auckland | Devonport - Takapuna | Houses | 1111.0 | 100.0 | NaN | 1.0 | Residential | Detached | NaN | NaN | 2014.0 | 332800.0 | 2013.0 | Road | General | 27.0 | NaN | NaN | NaN | NaN | NaN | NaN | 174.804500 | -36.819603 | POINT (1760943.384 5923620.191) | False | 149 grove | 149 grove road papakura auckland | 5222980 | NaN | NaN | NaN |
| 22 | 228824.0 | Feb 01, 2021 12:00:00 AM | Mar 01, 2020 12:00:00 AM | 173 GROVE ROAD | PAPAKURA | Auckland | Devonport - Takapuna | Houses | 1111.0 | 100.0 | NaN | 1.0 | Residential | Detached | NaN | NaN | 2014.0 | 332800.0 | 2013.0 | Road | General | 27.0 | NaN | NaN | NaN | NaN | NaN | NaN | 174.804500 | -36.819603 | POINT (1760943.384 5923620.191) | False | 173 grove | 173 grove road papakura auckland | 5222980 | NaN | NaN | NaN |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 207144 | 151429.0 | Jul 01, 2014 12:00:00 AM | Mar 01, 2015 12:00:00 AM | 62 | BIRDWOOD AVE | PAPATOETOE | Otara - Papatoetoe | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 95.0 | 295000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 665300.0 | 2013.0 | Residential - Mixed Housing Suburban Zone | Residential | 18.0 | MCC_MR | Main Residential | Residential | NaN | NaN | NaN | 174.866824 | -36.977261 | POINT (1766160.311 5906021.614) | False | 62 birdwood | 62 birdwood ave papatoetoe | 7594476 | [7 tukutuku] | [7 Tukutuku Lane, Papatoetoe, Auckland] | NaN |
| 207145 | 151428.0 | Jul 01, 2014 12:00:00 AM | Mar 01, 2015 12:00:00 AM | 62 | BIRDWOOD AVE | PAPATOETOE | Otara - Papatoetoe | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 120.0 | 295000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 665300.0 | 2013.0 | Residential - Mixed Housing Suburban Zone | Residential | 18.0 | MCC_MR | Main Residential | Residential | NaN | NaN | NaN | 174.866824 | -36.977261 | POINT (1766160.311 5906021.614) | False | 62 birdwood | 62 birdwood ave papatoetoe | 7594476 | [7 tukutuku] | [7 Tukutuku Lane, Papatoetoe, Auckland] | NaN |
| 207146 | 151427.0 | Jul 01, 2014 12:00:00 AM | Mar 01, 2015 12:00:00 AM | 62 | BIRDWOOD AVE | PAPATOETOE | Otara - Papatoetoe | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 81.0 | 295000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 665300.0 | 2013.0 | Residential - Mixed Housing Suburban Zone | Residential | 18.0 | MCC_MR | Main Residential | Residential | NaN | NaN | NaN | 174.866824 | -36.977261 | POINT (1766160.311 5906021.614) | False | 62 birdwood | 62 birdwood ave papatoetoe | 7594476 | [7 tukutuku] | [7 Tukutuku Lane, Papatoetoe, Auckland] | NaN |
| 207147 | 151426.0 | Jul 01, 2014 12:00:00 AM | Mar 01, 2015 12:00:00 AM | 62 | BIRDWOOD AVE | PAPATOETOE | Otara - Papatoetoe | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 95.0 | 295000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 665300.0 | 2013.0 | Residential - Mixed Housing Suburban Zone | Residential | 18.0 | MCC_MR | Main Residential | Residential | NaN | NaN | NaN | 174.866824 | -36.977261 | POINT (1766160.311 5906021.614) | False | 62 birdwood | 62 birdwood ave papatoetoe | 7594476 | [7 tukutuku] | [7 Tukutuku Lane, Papatoetoe, Auckland] | NaN |
| 207148 | 151425.0 | Jul 01, 2014 12:00:00 AM | Mar 01, 2015 12:00:00 AM | 62 | BIRDWOOD AVE | PAPATOETOE | Otara - Papatoetoe | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 81.0 | 295000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 665300.0 | 2013.0 | Residential - Mixed Housing Suburban Zone | Residential | 18.0 | MCC_MR | Main Residential | Residential | NaN | NaN | NaN | 174.866824 | -36.977261 | POINT (1766160.311 5906021.614) | False | 62 birdwood | 62 birdwood ave papatoetoe | 7594476 | [7 tukutuku] | [7 Tukutuku Lane, Papatoetoe, Auckland] | NaN |
5599 rows × 38 columns
%%time
number_name_lookup = {}
for parcel_id, addresses in parcels.addresses[~pd.isna(parcels.addresses)].iteritems():
for address in addresses:
if address not in number_name_lookup:
number_name_lookup[address] = []
number_name_lookup[address].append(parcel_id)
CPU times: user 1.78 s, sys: 0 ns, total: 1.78 s Wall time: 1.77 s
%%time
def find_text_match(row):
matching_ids = number_name_lookup.get(row.number_name)
if len(matching_ids):
match = parcels.loc[matching_ids]
closest_parcel_id = match.distance(row.geometry).idxmin()
row.LINZ_parcel_ID = closest_parcel_id
row.addresses = match.addresses[closest_parcel_id]
row.full_addresses = match.full_addresses[closest_parcel_id]
row.LINZ_MATCH_CODE = 3
return row
matches = df[pd.isna(df["LINZ_MATCH_CODE"]) & df.number_name.isin(number_name_lookup.keys())].progress_apply(find_text_match, axis=1)
df.update(matches)
df.LINZ_MATCH_CODE.value_counts(dropna=False)
CPU times: user 29.7 s, sys: 378 ms, total: 30.1 s Wall time: 29.8 s
1.0 127623 NaN 38354 2.0 35650 3.0 5599 Name: LINZ_MATCH_CODE, dtype: int64
df.Ranged_Address_indicator = df.Ranged_Address_indicator.astype(bool)
maybe_subdivision = df[df.number_name.str.contains("/") & pd.isna(df.LINZ_MATCH_CODE) & ~df.Ranged_Address_indicator]
maybe_subdivision
| OBS | CONSENT_DATE | MARCH_YEAR | ADDRESS_1 | ADDRESS_2 | ADDRESS_3 | LB_Name | BUILDING_TYPE_NAME | BUILDING_TYPE_CODE | FLOOR_AREA | VALUE | BUILDINGS | Building_Type_Group | Residential_Type | Business_Group | Business_Category | Type_Class_Year | MBCODE | MBYEAR | AUP_BaseZone | AUP_BaseZone_Group | ZONE | ZONE_ID | ZONE_NAME | ZONE_TYPE | BUSINESS_TYPE | PlanAreaName | SHA_Name_154 | X_Coordinate | Y_Coordinate | geometry | Ranged_Address_indicator | number_name | full_address | LINZ_parcel_ID | addresses | full_addresses | LINZ_MATCH_CODE | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 10342 | 212327.0 | Mar 01, 2020 12:00:00 AM | Mar 01, 2020 12:00:00 AM | 27033/1 Railway Land | Panmure | Auckland | Maungakiekie - Tamaki | Non-building construction | 3111.0 | 0.0 | 45000.0 | 1.0 | Other | NaN | NaN | NaN | 2014.0 | 628100.0 | 2013.0 | Strategic Transport Corridor Zone | General | 26.0 | ACC_34 | Special Purpose 3 | Other | NaN | NaN | NaN | 174.849439 | -36.898071 | POINT (1764783.299 5914837.829) | False | 27033/1 railway | 27033/1 railway land panmure auckland | 5205106 | NaN | NaN | NaN |
| 17380 | 200118.0 | Jul 01, 2019 12:00:00 AM | Mar 01, 2020 12:00:00 AM | 57F/3 FOREST HILL ROAD | Henderson | Auckland | Henderson - Massey | Houses | 1111.0 | 139.0 | 287000.0 | 1.0 | Residential | Detached | NaN | NaN | 2014.0 | 281403.0 | 2013.0 | Residential - Single House Zone | Residential | 19.0 | WCC_7 | Living | Residential | NaN | NaN | NaN | 174.615666 | -36.898033 | POINT (1743952.714 5915220.304) | False | 57f/3 forest | 57f/3 forest hill road henderson auckland | 7941070 | [3/57f forest] | [3/57F Forest Hill Road, Henderson, Auckland] | NaN |
| 17381 | 200119.0 | Jul 01, 2019 12:00:00 AM | Mar 01, 2020 12:00:00 AM | 57F/1 FOREST HILL ROAD | Henderson | Auckland | Henderson - Massey | Houses | 1111.0 | 139.0 | 287000.0 | 4.0 | Residential | Detached | NaN | NaN | 2014.0 | 281403.0 | 2013.0 | Residential - Single House Zone | Residential | 19.0 | WCC_7 | Living | Residential | NaN | NaN | NaN | 174.616060 | -36.898146 | POINT (1743987.636 5915207.207) | False | 57f/1 forest | 57f/1 forest hill road henderson auckland | 7941072 | [1/57f forest] | [1/57F Forest Hill Road, Henderson, Auckland] | NaN |
| 28789 | 182824.0 | Jul 01, 2018 12:00:00 AM | Mar 01, 2019 12:00:00 AM | 1/334 GLENBROOK ROAD | PUKEKOHE | Auckland | Franklin | Houses | 1111.0 | 649.0 | 1000000.0 | 1.0 | Residential | Detached | NaN | NaN | 2014.0 | 809900.0 | 2013.0 | Rural - Rural Production Zone | Rural | 16.0 | FDC_11 | Rural | Rural | NaN | NaN | NaN | 174.849579 | -37.149424 | POINT (1764253.487 5886949.969) | False | 1/334 glenbrook | 1/334 glenbrook road pukekohe auckland | 7670282 | [2 homestead] | [2 Homestead Hill Lane, Kingseat] | NaN |
| 31969 | 178214.0 | Mar 01, 2018 12:00:00 AM | Mar 01, 2018 12:00:00 AM | 1/9 Willis Street | Torbay | Auckland | Hibiscus and Bays | Houses | 1111.0 | 205.0 | 850000.0 | 1.0 | Residential | Detached | NaN | NaN | 2014.0 | 169300.0 | 2013.0 | Residential - Mixed Housing Suburban Zone | Residential | 18.0 | NSC_542 | Residential 4B | Residential | NaN | NaN | NaN | 174.752834 | -36.694378 | POINT (1756589.283 5937598.844) | False | 1/9 willis | 1/9 willis street torbay auckland | 7960428 | [9a willis] | [9A Willis Street, Torbay, Auckland] | NaN |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 205072 | 78099.0 | Feb 01, 2002 12:00:00 AM | Apr 01, 2002 12:00:00 AM | 2/40 | ELLIS AVE | MT ROSKILL | Puketapapa | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 262.0 | 200000.0 | 2.0 | Residential | Detached | NaN | NaN | 1998.0 | 584402.0 | 2013.0 | Residential - Mixed Housing Suburban Zone | Residential | 18.0 | ACC_24 | Residential 6a | Residential | NaN | NaN | NaN | 174.720303 | -36.913598 | POINT (1753245.253 5913330.470) | False | 2/40 ellis | 2/40 ellis ave mt roskill | 4903343 | [40b ellis, 40a ellis, 40 ellis, 42 ellis] | [40B Ellis Avenue, Mount Roskill, Auckland, 40... | NaN |
| 205580 | 148687.0 | Jan 01, 2014 12:00:00 AM | Mar 01, 2014 12:00:00 AM | 2/76 | GLAMORGAN DR | TORBAY | Hibiscus and Bays | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 247.0 | 370500.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 165300.0 | 2013.0 | Residential - Single House Zone | Residential | 19.0 | NSC_542 | Residential 4B | Residential | NaN | NaN | NaN | 174.742102 | -36.701771 | POINT (1755615.610 5936796.169) | False | 2/76 glamorgan | 2/76 glamorgan dr torbay | 5189573 | [76b glamorgan, 76c glamorgan, 76 glamorgan, 7... | [76B Glamorgan Drive, Torbay, Auckland, 76C Gl... | NaN |
| 206204 | 150759.0 | May 01, 2014 12:00:00 AM | Mar 01, 2015 12:00:00 AM | 2/55 | ARAWA ST | NaN | Whau | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 225.0 | 320000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 269400.0 | 2013.0 | Residential - Terrace Housing and Apartment Bu... | Residential | 8.0 | WCC_8 | Living 1 | Residential | NaN | New Lynn Strategic Area | New Lynn - Strategic Area | 174.670965 | -36.910209 | POINT (1748856.499 5913784.605) | False | 2/55 arawa | 2/55 arawa st | 8132319 | [55a arawa] | [55A Arawa Street, New Lynn, Auckland] | NaN |
| 206234 | 150729.0 | May 01, 2014 12:00:00 AM | Mar 01, 2015 12:00:00 AM | 3B/12 | SEAWAY RD | NaN | Franklin | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 23.0 | 45000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 810605.0 | 2013.0 | Business - Neighbourhood Centre Zone | Business | 44.0 | FDC_19 | Village Business | Business | Commercial | NaN | NaN | 174.701889 | -37.135781 | POINT (1751163.814 5888709.273) | False | 3b/12 seaway | 3b/12 seaway rd | 6728635 | [14 seaway, 12 seaway] | [14 Seaway Road, Clarks Beach, 12 Seaway Road,... | NaN |
| 206699 | 151875.0 | Jul 01, 2014 12:00:00 AM | Mar 01, 2015 12:00:00 AM | 2/42A | SEAVIEW RD | CASTOR BAY | Devonport - Takapuna | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 377.0 | 590000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 313400.0 | 2013.0 | Residential - Mixed Housing Suburban Zone | Residential | 18.0 | NSC_541 | Residential 4A | Residential | NaN | NaN | NaN | 174.761845 | -36.764401 | POINT (1757251.438 5929815.559) | False | 2/42a seaview | 2/42a seaview rd castor bay | 5176247 | [42 seaview] | [42 Seaview Road, Castor Bay, Auckland] | NaN |
1596 rows × 38 columns
maybe_subdivision.number_name = maybe_subdivision.number_name.str.split("/").str[-1]
/home/ubuntu/miniconda3/envs/house-upzone/lib/python3.9/site-packages/geopandas/geodataframe.py:1322: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame. Try using .loc[row_indexer,col_indexer] = value instead See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy super(GeoDataFrame, self).__setitem__(key, value)
def check_match(row):
if row.number_name in row.addresses:
return 1
return np.nan
match = maybe_subdivision[~pd.isna(maybe_subdivision.addresses)].apply(check_match, axis=1)
maybe_subdivision.LINZ_MATCH_CODE = match
match.value_counts(dropna=False)
1.0 730 NaN 692 dtype: int64
matches = maybe_subdivision[
pd.isna(match) &
maybe_subdivision.number_name.isin(number_name_lookup.keys())].progress_apply(find_match_in_range, axis=1)
matches
| OBS | CONSENT_DATE | MARCH_YEAR | ADDRESS_1 | ADDRESS_2 | ADDRESS_3 | LB_Name | BUILDING_TYPE_NAME | BUILDING_TYPE_CODE | FLOOR_AREA | VALUE | BUILDINGS | Building_Type_Group | Residential_Type | Business_Group | Business_Category | Type_Class_Year | MBCODE | MBYEAR | AUP_BaseZone | AUP_BaseZone_Group | ZONE | ZONE_ID | ZONE_NAME | ZONE_TYPE | BUSINESS_TYPE | PlanAreaName | SHA_Name_154 | X_Coordinate | Y_Coordinate | geometry | Ranged_Address_indicator | number_name | full_address | LINZ_parcel_ID | addresses | full_addresses | LINZ_MATCH_CODE | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 17380 | 200118.0 | Jul 01, 2019 12:00:00 AM | Mar 01, 2020 12:00:00 AM | 57F/3 FOREST HILL ROAD | Henderson | Auckland | Henderson - Massey | Houses | 1111.0 | 139.0 | 287000.0 | 1.0 | Residential | Detached | NaN | NaN | 2014.0 | 281403.0 | 2013.0 | Residential - Single House Zone | Residential | 19.0 | WCC_7 | Living | Residential | NaN | NaN | NaN | 174.615666 | -36.898033 | POINT (1743952.714 5915220.304) | False | 3 forest | 57f/3 forest hill road henderson auckland | 7941070 | [3/57f forest] | [3/57F Forest Hill Road, Henderson, Auckland] | NaN |
| 17381 | 200119.0 | Jul 01, 2019 12:00:00 AM | Mar 01, 2020 12:00:00 AM | 57F/1 FOREST HILL ROAD | Henderson | Auckland | Henderson - Massey | Houses | 1111.0 | 139.0 | 287000.0 | 4.0 | Residential | Detached | NaN | NaN | 2014.0 | 281403.0 | 2013.0 | Residential - Single House Zone | Residential | 19.0 | WCC_7 | Living | Residential | NaN | NaN | NaN | 174.616060 | -36.898146 | POINT (1743987.636 5915207.207) | False | 1 forest | 57f/1 forest hill road henderson auckland | 7941072 | [1/57f forest] | [1/57F Forest Hill Road, Henderson, Auckland] | NaN |
| 31969 | 178214.0 | Mar 01, 2018 12:00:00 AM | Mar 01, 2018 12:00:00 AM | 1/9 Willis Street | Torbay | Auckland | Hibiscus and Bays | Houses | 1111.0 | 205.0 | 850000.0 | 1.0 | Residential | Detached | NaN | NaN | 2014.0 | 169300.0 | 2013.0 | Residential - Mixed Housing Suburban Zone | Residential | 18.0 | NSC_542 | Residential 4B | Residential | NaN | NaN | NaN | 174.752834 | -36.694378 | POINT (1756589.283 5937598.844) | False | 9 willis | 1/9 willis street torbay auckland | 7960429 | [9 willis] | [9 Willis Street, Torbay, Auckland] | 2.0 |
| 43284 | 166898.0 | Aug 01, 2016 12:00:00 AM | Mar 01, 2017 12:00:00 AM | 3/88 MARUA ROAD | ELLERSLIE | NaN | Orakei | Houses | 1111.0 | 103.0 | 300000.0 | 1.0 | Residential | Detached | NaN | NaN | 2014.0 | 494807.0 | 2013.0 | Residential - Mixed Housing Suburban Zone | Residential | 18.0 | ACC_18 | Residential 5 | Residential | NaN | NaN | NaN | 174.814105 | -36.889879 | POINT (1761651.993 5915807.162) | False | 88 marua | 3/88 marua road ellerslie | 8018475 | [88 marua] | [88 Marua Road, Ellerslie, Auckland] | 2.0 |
| 43991 | 166191.0 | Jul 01, 2016 12:00:00 AM | Mar 01, 2017 12:00:00 AM | 3/125 WHETURANGI ROAD | GREENLANE | NaN | Albert - Eden | Houses | 1111.0 | 295.0 | 750000.0 | 1.0 | Residential | Detached | NaN | NaN | 2014.0 | 616300.0 | 2013.0 | Residential - Mixed Housing Urban Zone | Residential | 60.0 | ACC_24 | Residential 6a | Residential | NaN | NaN | NaN | 174.790932 | -36.891321 | POINT (1759583.907 5915686.127) | False | 125 wheturangi | 3/125 wheturangi road greenlane | 7748762 | [125 wheturangi] | [125 Wheturangi Road, Greenlane, Auckland] | 2.0 |
| 47378 | 162630.0 | Feb 01, 2016 12:00:00 AM | Mar 01, 2016 12:00:00 AM | 2/254 HIBISCUS COAST HIGHWAY | OREWA | NaN | Hibiscus and Bays | Houses | 1111.0 | 290.0 | 450000.0 | 1.0 | Residential | Detached | NaN | NaN | 2014.0 | 172207.0 | 2013.0 | Residential - Terrace Housing and Apartment Bu... | Residential | 8.0 | RDC_24 | Residential High Intensi | Residential | NaN | NaN | NaN | 174.698052 | -36.591778 | POINT (1751896.373 5949069.500) | False | 254 hibiscus | 2/254 hibiscus coast highway orewa | 7842639 | [254 hibiscus] | [254 Hibiscus Coast Highway, Orewa] | 2.0 |
| 50228 | 159952.0 | Sep 01, 2015 12:00:00 AM | Mar 01, 2016 12:00:00 AM | 1/6 TUI STREET | POINT CHEVALIER | NaN | Albert - Eden | Houses | 1111.0 | 190.0 | 340000.0 | 1.0 | Residential | Detached | NaN | NaN | 2014.0 | 396600.0 | 2013.0 | Residential - Terrace Housing and Apartment Bu... | Residential | 8.0 | ACC_24 | Residential 6a | Residential | NaN | NaN | NaN | 174.710677 | -36.868500 | POINT (1752477.458 5918349.262) | False | 6 tui | 1/6 tui street point chevalier | 5028319 | [23 huia, 3/5 tui, 3/23 huia, 2/23 huia] | [23 Huia Road, Point Chevalier, Auckland, 3/5 ... | NaN |
| 51966 | 156427.0 | Jun 01, 2015 12:00:00 AM | Mar 01, 2015 12:00:00 AM | 3/125 WHETURANGI ROAD | GREENLANE | GREENLANE | Albert - Eden | Houses | 1111.0 | 295.0 | 500000.0 | 1.0 | Residential | Detached | NaN | NaN | 2014.0 | 616300.0 | 2013.0 | Residential - Mixed Housing Urban Zone | Residential | 60.0 | ACC_24 | Residential 6a | Residential | NaN | NaN | NaN | 174.790932 | -36.891321 | POINT (1759583.907 5915686.127) | False | 125 wheturangi | 3/125 wheturangi road greenlane greenlane | 7748762 | [125 wheturangi] | [125 Wheturangi Road, Greenlane, Auckland] | 2.0 |
| 54403 | 154547.0 | Feb 01, 2015 12:00:00 AM | Mar 01, 2015 12:00:00 AM | D/82 | HALSEY ST | AUCKLAND CENTRAL | Waitemata | New Offices | 1461.0 | 0.0 | 950000.0 | 0.0 | Business | NaN | Group 2 | Offices | 1998.0 | 440113.0 | 2013.0 | Business - City Centre Zone | Business | 35.0 | CBD_24 | Viaduct Harbour D | Business | Commercial | NaN | NaN | 174.757678 | -36.843601 | POINT (1756717.973 5921035.528) | False | 82 halsey | d/82 halsey st auckland central | 6635916 | [1b/89 halsey, 1a/89 halsey, 3b/89 halsey, 1a/... | [1B/89 Halsey Street, Auckland Central, Auckla... | NaN |
| 55857 | 153519.0 | Nov 01, 2014 12:00:00 AM | Mar 01, 2015 12:00:00 AM | D/82 | HALSEY STREET | AUCKLAND CENTRAL | Waitemata | New Offices | 1461.0 | 0.0 | 16300000.0 | 0.0 | Business | NaN | Group 2 | Offices | 1998.0 | 440113.0 | 2013.0 | Business - City Centre Zone | Business | 35.0 | CBD_24 | Viaduct Harbour D | Business | Commercial | NaN | NaN | 174.757657 | -36.843510 | POINT (1756716.251 5921045.648) | False | 82 halsey | d/82 halsey street auckland central | 6635916 | [1b/89 halsey, 1a/89 halsey, 3b/89 halsey, 1a/... | [1B/89 Halsey Street, Auckland Central, Auckla... | NaN |
| 55960 | 153414.0 | Oct 01, 2014 12:00:00 AM | Mar 01, 2015 12:00:00 AM | D/82 | HALSEY ST | AUCKLAND CENTRAL | Waitemata | New Offices | 1461.0 | 16593.0 | 4600000.0 | 1.0 | Business | NaN | Group 2 | Offices | 1998.0 | 440113.0 | 2013.0 | Business - City Centre Zone | Business | 35.0 | CBD_24 | Viaduct Harbour D | Business | Commercial | NaN | NaN | 174.757678 | -36.843601 | POINT (1756717.973 5921035.528) | False | 82 halsey | d/82 halsey st auckland central | 6635916 | [1b/89 halsey, 1a/89 halsey, 3b/89 halsey, 1a/... | [1B/89 Halsey Street, Auckland Central, Auckla... | NaN |
| 57061 | 152311.0 | Aug 01, 2014 12:00:00 AM | Mar 01, 2015 12:00:00 AM | D/82 | HALSEY ST | AUCKLAND CENTRAL | Waitemata | New Offices | 1461.0 | 0.0 | 900000.0 | 0.0 | Business | NaN | Group 2 | Offices | 1998.0 | 440113.0 | 2013.0 | Business - City Centre Zone | Business | 35.0 | CBD_24 | Viaduct Harbour D | Business | Commercial | NaN | NaN | 174.757678 | -36.843601 | POINT (1756717.973 5921035.528) | False | 82 halsey | d/82 halsey st auckland central | 6635916 | [1b/89 halsey, 1a/89 halsey, 3b/89 halsey, 1a/... | [1B/89 Halsey Street, Auckland Central, Auckla... | NaN |
| 60178 | 139281.0 | Apr 01, 2012 12:00:00 AM | Mar 01, 2012 12:00:00 AM | 3/134 | CANAL RD | AVONDALE | Whau | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 184.0 | 276000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 386801.0 | 2013.0 | Residential - Mixed Housing Urban Zone | Residential | 60.0 | ACC_24 | Residential 6a | Residential | NaN | NaN | NaN | 174.682651 | -36.897292 | POINT (1749922.853 5915199.324) | False | 134 canal | 3/134 canal rd avondale | 7379086 | [134 canal] | [134 Canal Road, Avondale, Auckland] | 2.0 |
| 61986 | 142338.0 | Nov 01, 2012 12:00:00 AM | Mar 01, 2012 12:00:00 AM | 2/42 | RICHMOND AVE | NORTHCOTE POINT | Kaipatiki | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 182.0 | 283000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 358500.0 | 2013.0 | Residential - Single House Zone | Residential | 19.0 | NSC_531 | Residential 3A | Residential | NaN | NaN | NaN | 174.746905 | -36.818527 | POINT (1755808.225 5923834.981) | False | 42 richmond | 2/42 richmond ave northcote point | 7556348 | [42 richmond] | [42 Richmond Avenue, Northcote Point, Auckland] | 2.0 |
| 65068 | 147764.0 | Nov 01, 2013 12:00:00 AM | Mar 01, 2013 12:00:00 AM | 1/37 | NIKAU STREET | NEW LYNN | Whau | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 191.0 | 200000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 267901.0 | 2013.0 | Residential - Mixed Housing Suburban Zone | Residential | 18.0 | WCC_8 | Living 1 | Residential | NaN | NaN | NaN | 174.673370 | -36.901826 | POINT (1749087.051 5914710.829) | False | 37 nikau | 1/37 nikau street new lynn | 7562568 | [37 nikau] | [37 Nikau Street, New Lynn, Auckland] | 2.0 |
| 65429 | 144261.0 | Apr 01, 2013 12:00:00 AM | Mar 01, 2013 12:00:00 AM | 1/131A | ROSIER RD | GLEN EDEN | Waitakere Ranges | Resited Houses | 3303.0 | 102.0 | 9000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 282900.0 | 2013.0 | Residential - Mixed Housing Suburban Zone | Residential | 18.0 | WCC_9 | Living 2 | Residential | NaN | NaN | NaN | 174.637398 | -36.920143 | POINT (1745847.003 5912734.308) | False | 131a rosier | 1/131a rosier rd glen eden | 7563026 | [131a rosier] | [131A Rosier Road, Glen Eden, Auckland] | 2.0 |
| 67604 | 62398.0 | Oct 01, 1999 12:00:00 AM | Apr 01, 2000 12:00:00 AM | 2/42 | CORUNNA RD | MILFORD | Devonport - Takapuna | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 172.0 | 150000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 306300.0 | 2013.0 | Residential - Mixed Housing Suburban Zone | Residential | 18.0 | NSC_541 | Residential 4A | Residential | NaN | NaN | NaN | 174.752164 | -36.773066 | POINT (1756369.692 5928870.113) | False | 42 corunna | 2/42 corunna rd milford | 5015433 | [42 corunna] | [42 Corunna Road, Milford, Auckland] | 2.0 |
| 67605 | 62397.0 | Oct 01, 1999 12:00:00 AM | Apr 01, 2000 12:00:00 AM | 1/42 | CORUNNA RD | MILFORD | Devonport - Takapuna | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 172.0 | 150000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 306300.0 | 2013.0 | Residential - Mixed Housing Suburban Zone | Residential | 18.0 | NSC_541 | Residential 4A | Residential | NaN | NaN | NaN | 174.752164 | -36.773066 | POINT (1756369.692 5928870.113) | False | 42 corunna | 1/42 corunna rd milford | 5015433 | [42 corunna] | [42 Corunna Road, Milford, Auckland] | 2.0 |
| 67628 | 62374.0 | Oct 01, 1999 12:00:00 AM | Apr 01, 2000 12:00:00 AM | 8/361 | PAREMOREMO RD | PAREMOREMO | Upper Harbour | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 211.0 | 200000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 179703.0 | 2013.0 | Rural - Countryside Living Zone | Rural | 3.0 | NSC_82 | Rural 2 | Rural | NaN | NaN | NaN | 174.667469 | -36.759206 | POINT (1748837.420 5930542.819) | False | 361 paremoremo | 8/361 paremoremo rd paremoremo | 4779245 | [361 paremoremo] | [361 Paremoremo Road, Paremoremo, Auckland] | 2.0 |
| 67741 | 62261.0 | Oct 01, 1999 12:00:00 AM | Apr 01, 2000 12:00:00 AM | 2/110 | RANGITOTO RD | PAPATOETOE | Otara - Papatoetoe | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 193.0 | 160000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 661900.0 | 2013.0 | Residential - Mixed Housing Suburban Zone | Residential | 18.0 | MCC_MR | Main Residential | Residential | NaN | NaN | NaN | 174.853347 | -36.973961 | POINT (1764967.753 5906411.107) | False | 110 rangitoto | 2/110 rangitoto rd papatoetoe | 4860472 | [110 rangitoto] | [110 Rangitoto Road, Papatoetoe, Auckland] | 2.0 |
| 67788 | 62214.0 | Oct 01, 1999 12:00:00 AM | Apr 01, 2000 12:00:00 AM | 2&3/50 | RIDGE RD | HOWICK | Hibiscus and Bays | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 333.0 | 240000.0 | 2.0 | Residential | Detached | NaN | NaN | 1998.0 | 162800.0 | 2013.0 | Residential - Mixed Housing Suburban Zone | Residential | 18.0 | NSC_542 | Residential 4B | Residential | NaN | NaN | NaN | 174.748104 | -36.708528 | POINT (1756138.084 5936036.736) | False | 50 ridge | 2&3/50 ridge rd howick | 4715985 | [2 ridge, 1/2 ridge, 2/2 ridge, 859 beach] | [2 Ridge Road, Waiake, Auckland, 1/2 Ridge Roa... | NaN |
| 67872 | 62130.0 | Oct 01, 1999 12:00:00 AM | Apr 01, 2000 12:00:00 AM | 1/14 | KESTREL HEIGHTS | WADE HEADS | Hibiscus and Bays | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 180.0 | 146000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 173905.0 | 2013.0 | Residential - Single House Zone | Residential | 19.0 | RDC_27 | Residential Medium Inten | Residential | NaN | NaN | NaN | 174.738868 | -36.645092 | POINT (1755440.715 5943089.434) | False | 14 kestrel | 1/14 kestrel heights wade heads | 4948017 | [14a kestrel, 14b kestrel] | [14A Kestrel Heights, Arkles Bay, Whangaparaoa... | NaN |
| 68136 | 61839.0 | Oct 01, 1999 12:00:00 AM | Apr 01, 2000 12:00:00 AM | 5/10 | TIPENE PLACE | MEADOWBANK | Orakei | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 300.0 | 300000.0 | 2.0 | Residential | Detached | NaN | NaN | 1998.0 | 461300.0 | 2013.0 | Residential - Mixed Housing Suburban Zone | Residential | 18.0 | ACC_24 | Residential 6a | Residential | NaN | NaN | NaN | 174.832778 | -36.865944 | POINT (1763367.093 5918430.811) | False | 10 tipene | 5/10 tipene place meadowbank | 5047103 | [10 tipene, 10a tipene, 10b tipene] | [10 Tipene Place, Meadowbank, Auckland, 10A Ti... | 2.0 |
| 69414 | 63574.0 | Dec 01, 1999 12:00:00 AM | Apr 01, 2000 12:00:00 AM | 1/81 | LINCOLN RD | HENDERSON | Henderson - Massey | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 0.0 | 0.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 230900.0 | 2013.0 | Residential - Mixed Housing Urban Zone | Residential | 60.0 | WCC_7 | Living | Residential | NaN | NaN | NaN | 174.634826 | -36.868234 | POINT (1745716.575 5918497.175) | False | 81 lincoln | 1/81 lincoln rd henderson | 4769692 | [81 lincoln] | [81 Lincoln Road, Henderson, Auckland] | 2.0 |
| 69415 | 63573.0 | Dec 01, 1999 12:00:00 AM | Apr 01, 2000 12:00:00 AM | 1/81 | LINCOLN RD | HENDERSON | Henderson - Massey | New Surgeries - eg doctor, dentist, vet, etc | 1464.0 | 61.0 | 50000.0 | 1.0 | Business | NaN | NaN | NaN | 1998.0 | 230900.0 | 2013.0 | Residential - Mixed Housing Urban Zone | Residential | 60.0 | WCC_7 | Living | Residential | NaN | NaN | NaN | 174.634926 | -36.868179 | POINT (1745725.568 5918503.175) | False | 81 lincoln | 1/81 lincoln rd henderson | 4769692 | [81 lincoln] | [81 Lincoln Road, Henderson, Auckland] | 2.0 |
| 69520 | 63468.0 | Dec 01, 1999 12:00:00 AM | Apr 01, 2000 12:00:00 AM | 1/13 | BAY ST | RED BEACH | Hibiscus and Bays | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 75.0 | 72000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 176413.0 | 2013.0 | Residential - Single House Zone | Residential | 19.0 | RDC_7 | Future Urban | Rural | NaN | NaN | NaN | 174.675413 | -36.588141 | POINT (1749878.095 5949508.485) | False | 13 bay | 1/13 bay st red beach | 7092096 | [21 bayview] | [21 Bayview Park Lane, Orewa] | NaN |
| 69620 | 63367.0 | Dec 01, 1999 12:00:00 AM | Apr 01, 2000 12:00:00 AM | 2/48 | POWELL ST | AVONDALE | Whau | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 154.0 | 150000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 383802.0 | 2013.0 | Residential - Mixed Housing Suburban Zone | Residential | 18.0 | ACC_24 | Residential 6a | Residential | NaN | NaN | NaN | 174.704589 | -36.890576 | POINT (1751891.021 5915909.781) | False | 48 powell | 2/48 powell st avondale | 7309430 | [48 powell] | [48 Powell Street, Avondale, Auckland] | 2.0 |
| 69813 | 63174.0 | Nov 01, 1999 12:00:00 AM | Apr 01, 2000 12:00:00 AM | 3&4/2 | WAIRERE RD | MANUREWA | Hibiscus and Bays | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 280.0 | 240000.0 | 2.0 | Residential | Detached | NaN | NaN | 1998.0 | 167900.0 | 2013.0 | Residential - Mixed Housing Suburban Zone | Residential | 18.0 | NSC_542 | Residential 4B | Residential | NaN | NaN | NaN | 174.748308 | -36.694052 | POINT (1756185.630 5937642.426) | False | 2 wairere | 3&4/2 wairere rd manurewa | 4954513 | [3 wairere] | [3 Wairere Road, Torbay, Auckland] | NaN |
| 70661 | 60061.0 | Jul 01, 1999 12:00:00 AM | Apr 01, 2000 12:00:00 AM | 2/174 | CENTREWAY RD | OREWA | Hibiscus and Bays | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 176.0 | 170000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 171804.0 | 2013.0 | Residential - Single House Zone | Residential | 19.0 | RDC_24 | Residential High Intensi | Residential | NaN | NaN | NaN | 174.691991 | -36.588547 | POINT (1751360.399 5949437.500) | False | 174 centreway | 2/174 centreway rd orewa | 4731469 | [174 centreway] | [174 Centreway Road, Orewa] | 2.0 |
| 70694 | 60028.0 | Jul 01, 1999 12:00:00 AM | Apr 01, 2000 12:00:00 AM | 1/32 | LANGTON RD | STANMORE BAY | Hibiscus and Bays | New Flats | 1200.0 | 1762.0 | 1170000.0 | 5.0 | Residential | Attached | NaN | NaN | 1998.0 | 173501.0 | 2013.0 | Residential - Single House Zone | Residential | 19.0 | RDC_27 | Residential Medium Inten | Residential | NaN | NaN | NaN | 174.737135 | -36.624956 | POINT (1755326.151 5945326.159) | False | 32 langton | 1/32 langton rd stanmore bay | 4965261 | [32d langton, 32c langton, 32b langton, 32e la... | [32D Langton Road, Stanmore Bay, Whangaparaoa,... | 2.0 |
| 71255 | 59465.0 | Jun 01, 1999 12:00:00 AM | Apr 01, 2000 12:00:00 AM | 3/9 | TIRONUI STATION RD | PAPAKURA | Papakura | New Factories | 1481.0 | 2788.0 | 1437000.0 | 24.0 | Business | NaN | Group 1 | Factories/Warehouses | 1998.0 | 766400.0 | 2013.0 | Residential - Mixed Housing Urban Zone | Residential | 60.0 | PDC_32 | Residential 1 | Residential | NaN | Takanini Strategic Area | Takanini - Strategic Area | 174.936377 | -37.052394 | POINT (1772181.949 5897561.841) | False | 9 tironui | 3/9 tironui station rd papakura | 4974819 | [9 tironui] | [9 Tironui Road, Takanini] | 2.0 |
| 71320 | 59400.0 | Jun 01, 1999 12:00:00 AM | Apr 01, 2000 12:00:00 AM | 2/29 | SYLVIA RD | NORTHCOTE | Kaipatiki | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 153.0 | 160000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 364001.0 | 2013.0 | Residential - Mixed Housing Suburban Zone | Residential | 18.0 | NSC_541 | Residential 4A | Residential | NaN | NaN | NaN | 174.738367 | -36.794665 | POINT (1755094.719 5926496.218) | False | 29 sylvia | 2/29 sylvia rd northcote | 6582151 | [29 sylvia] | [29 Sylvia Road, Hillcrest, Auckland] | 2.0 |
| 71956 | 57887.0 | Apr 01, 1999 12:00:00 AM | Apr 01, 2000 12:00:00 AM | 1/86 | MANUROA RD | TAKANINI | Papakura | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 135.0 | 90000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 767100.0 | 2013.0 | Residential - Single House Zone | Residential | 19.0 | PDC_32 | Residential 1 | Residential | NaN | NaN | NaN | 174.923908 | -37.037387 | POINT (1771106.790 5899249.463) | False | 86 manuroa | 1/86 manuroa rd takanini | 5162888 | [86 manuroa] | [86 Manuroa Road, Takanini] | 2.0 |
| 72716 | 57121.0 | Mar 01, 1999 12:00:00 AM | Apr 01, 1999 12:00:00 AM | 2/15 | HILLCREST AVE | GLENFIELD | Kaipatiki | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 130.0 | 80000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 363502.0 | 2013.0 | Residential - Mixed Housing Suburban Zone | Residential | 18.0 | NSC_522 | Residential 2B | Residential | NaN | NaN | NaN | 174.743728 | -36.793322 | POINT (1755575.790 5926636.593) | False | 15 hillcrest | 2/15 hillcrest ave glenfield | 7080935 | [15 hillcrest] | [15 Hillcrest Avenue, Hillcrest, Auckland] | 2.0 |
| 72757 | 57080.0 | Mar 01, 1999 12:00:00 AM | Apr 01, 1999 12:00:00 AM | 1/119 | BIRKENHEAD AVE | BIRKENHEAD | Kaipatiki | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 140.0 | 180000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 355700.0 | 2013.0 | Residential - Terrace Housing and Apartment Bu... | Residential | 8.0 | NSC_563 | Residential 6C | Residential | NaN | NaN | NaN | 174.726036 | -36.807503 | POINT (1753968.767 5925091.856) | False | 119 birkenhead | 1/119 birkenhead ave birkenhead | 4709722 | [119 birkenhead] | [119 Birkenhead Avenue, Birkenhead, Auckland] | 2.0 |
| 73873 | 58439.0 | May 01, 1999 12:00:00 AM | Apr 01, 2000 12:00:00 AM | 1/45 | ST VINCENT AVE | REMUERA | Orakei | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 136.0 | 130000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 492600.0 | 2013.0 | Residential - Mixed Housing Urban Zone | Residential | 60.0 | ACC_24 | Residential 6a | Residential | NaN | NaN | NaN | 174.798729 | -36.883471 | POINT (1760295.162 5916544.007) | False | 45 st | 1/45 st vincent ave remuera | 4902815 | [45 st] | [45 St Vincent Avenue, Remuera, Auckland] | 2.0 |
| 73878 | 58434.0 | May 01, 1999 12:00:00 AM | Apr 01, 2000 12:00:00 AM | 1/105 | ATKIN AVE | MISSION BAY | Orakei | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 163.0 | 140000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 501901.0 | 2013.0 | Residential - Mixed Housing Urban Zone | Residential | 60.0 | ACC_24 | Residential 6a | Residential | NaN | NaN | NaN | 174.827990 | -36.857223 | POINT (1762958.765 5919406.544) | False | 105 atkin | 1/105 atkin ave mission bay | 5089623 | [105 atkin] | [105 Atkin Avenue, Mission Bay, Auckland] | 2.0 |
| 74167 | 58145.0 | May 01, 1999 12:00:00 AM | Apr 01, 2000 12:00:00 AM | 1&2/173 | WELLINGTON ST | HOWICK | Franklin | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 236.0 | 189000.0 | 2.0 | Residential | Detached | NaN | NaN | 1998.0 | 822000.0 | 2013.0 | Business - General Business Zone | Business | 49.0 | FDC_2 | Business | Business | Commercial | NaN | NaN | 174.896689 | -37.204310 | POINT (1768315.664 5880777.638) | False | 173 wellington | 1&2/173 wellington st howick | 5111807 | [94 harris] | [94 Harris Street, Pukekohe] | NaN |
| 74207 | 58105.0 | May 01, 1999 12:00:00 AM | Apr 01, 2000 12:00:00 AM | 2/36 | WESTERHAM DR | HOWICK | Howick | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 272.0 | 235000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 711138.0 | 2013.0 | Residential - Mixed Housing Suburban Zone | Residential | 18.0 | MCC_MR | Main Residential | Residential | NaN | NaN | NaN | 174.925971 | -36.929179 | POINT (1771533.183 5911251.416) | False | 36 westerham | 2/36 westerham dr howick | 4787673 | [36 westerham] | [36 Westerham Drive, Dannemora, Auckland] | 2.0 |
| 74667 | 56146.0 | Feb 01, 1999 12:00:00 AM | Apr 01, 1999 12:00:00 AM | 2/23 | ARKLES STRAND | ARKLES BAY | Rodney | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 257.0 | 270000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 145300.0 | 2013.0 | Rural - Rural Production Zone | Rural | 16.0 | RDC_8 | General Rural | Rural | NaN | NaN | NaN | 174.514611 | -36.421792 | POINT (1735782.396 5968201.295) | False | 23 arkles | 2/23 arkles strand arkles bay | 4780026 | [113 dill] | [113 Dill Road, Kaipara Flats] | NaN |
| 75032 | 55781.0 | Feb 01, 1999 12:00:00 AM | Apr 01, 1999 12:00:00 AM | 2/10 | GOLDNIB PL | RANDWICK PARK | Manurewa | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 127.0 | 60000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 759702.0 | 2013.0 | Residential - Mixed Housing Suburban Zone | Residential | 18.0 | MCC_MR | Main Residential | Residential | NaN | NaN | NaN | 174.915263 | -37.026851 | POINT (1770361.383 5900433.954) | False | 10 goldnib | 2/10 goldnib pl randwick park | 6664276 | [10 goldnib] | [10 Goldnib Place, Randwick Park, Auckland] | 2.0 |
| 76006 | 54805.0 | Dec 01, 1998 12:00:00 AM | Apr 01, 1999 12:00:00 AM | 1/13 | SANDWICK DR | MANUREWA | Manurewa | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 125.0 | 89000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 774105.0 | 2013.0 | Residential - Mixed Housing Suburban Zone | Residential | 18.0 | MCC_MR | Main Residential | Residential | NaN | NaN | NaN | 174.875399 | -37.039456 | POINT (1766787.651 5899106.078) | False | 13 sandwick | 1/13 sandwick dr manurewa | 5196350 | [13 sandwick] | [13 Sandwick Drive, Weymouth, Auckland] | 2.0 |
| 76080 | 54731.0 | Dec 01, 1998 12:00:00 AM | Apr 01, 1999 12:00:00 AM | 2/13 | SANDWICK DR | MANUREWA | Manurewa | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 135.0 | 95000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 774105.0 | 2013.0 | Residential - Mixed Housing Suburban Zone | Residential | 18.0 | MCC_MR | Main Residential | Residential | NaN | NaN | NaN | 174.875399 | -37.039456 | POINT (1766787.651 5899106.078) | False | 13 sandwick | 2/13 sandwick dr manurewa | 5196350 | [13 sandwick] | [13 Sandwick Drive, Weymouth, Auckland] | 2.0 |
| 76600 | 54210.0 | Nov 01, 1998 12:00:00 AM | Apr 01, 1999 12:00:00 AM | 2&3/59A | REELICK AVE | PAKURANGA | Howick | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 246.0 | 240000.0 | 2.0 | Residential | Detached | NaN | NaN | 1998.0 | 682900.0 | 2013.0 | Residential - Mixed Housing Suburban Zone | Residential | 18.0 | MCC_MR | Main Residential | Residential | NaN | NaN | NaN | 174.900095 | -36.912080 | POINT (1769266.169 5913194.788) | False | 59a reelick | 2&3/59a reelick ave pakuranga | 5195354 | [59a reelick] | [59A Reelick Avenue, Pakuranga Heights, Auckland] | 2.0 |
| 76713 | 54097.0 | Nov 01, 1998 12:00:00 AM | Apr 01, 1999 12:00:00 AM | 1&2/10 | KENT RD | MANUREWA | Manurewa | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 106.0 | 40000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 778200.0 | 2013.0 | Residential - Mixed Housing Suburban Zone | Residential | 18.0 | MCC_MR | Main Residential | Residential | NaN | NaN | NaN | 174.881552 | -37.019861 | POINT (1767377.922 5901269.353) | False | 10 kent | 1&2/10 kent rd manurewa | 5127275 | [10 kent, 2/10 kent, 1/10 kent] | [10 Kent Road, Manurewa, Auckland, 2/10 Kent R... | 2.0 |
| 77008 | 60535.0 | Aug 01, 1999 12:00:00 AM | Apr 01, 2000 12:00:00 AM | 1/23 | LAVERY PL | SUNNYNOOK | Devonport - Takapuna | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 124.0 | 114000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 189803.0 | 2013.0 | Residential - Mixed Housing Suburban Zone | Residential | 18.0 | NSC_541 | Residential 4A | Residential | NaN | NaN | NaN | 174.741358 | -36.749879 | POINT (1755452.070 5931460.099) | False | 23 lavery | 1/23 lavery pl sunnynook | 7187746 | [23 lavery] | [23 Lavery Place, Sunnynook, Auckland] | 2.0 |
| 77098 | 60445.0 | Aug 01, 1999 12:00:00 AM | Apr 01, 2000 12:00:00 AM | 1/22 | HAIG AVE | THREE KINGS | Puketapapa | Resited Houses | 3303.0 | 160.0 | 50000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 560000.0 | 2013.0 | Residential - Mixed Housing Urban Zone | Residential | 60.0 | ACC_24 | Residential 6a | Residential | NaN | NaN | NaN | 174.740413 | -36.898852 | POINT (1755066.709 5914933.867) | False | 22 haig | 1/22 haig ave three kings | 7325620 | [22 haig] | [22 Haig Avenue, Mount Roskill, Auckland] | 2.0 |
| 77318 | 54036.0 | Nov 01, 1998 12:00:00 AM | Apr 01, 1999 12:00:00 AM | 1/131 | ARDMORE QUARRY RD | ARDMORE | Franklin | New Other - eg barracks, workers quarters (not... | 1409.0 | 362.0 | 95000.0 | 1.0 | Other | NaN | NaN | NaN | 1998.0 | 763700.0 | 2013.0 | Rural - Mixed Rural Zone | Rural | 11.0 | PDC_20 | Nature Conservation Area | Rural | NaN | NaN | NaN | 175.004299 | -37.055268 | POINT (1778215.521 5897117.742) | False | 131 ardmore | 1/131 ardmore quarry rd ardmore | 4907778 | [131 ardmore] | [131 Ardmore Quarry Road, Ardmore] | 2.0 |
| 77949 | 53379.0 | Sep 01, 1998 12:00:00 AM | Apr 01, 1999 12:00:00 AM | 1&2/9 | SANDWICK DR | MANUREWA | Manurewa | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 242.0 | 170000.0 | 2.0 | Residential | Detached | NaN | NaN | 1998.0 | 774105.0 | 2013.0 | Residential - Mixed Housing Suburban Zone | Residential | 18.0 | MCC_MR | Main Residential | Residential | NaN | NaN | NaN | 174.876506 | -37.038890 | POINT (1766887.297 5899166.957) | False | 9 sandwick | 1&2/9 sandwick dr manurewa | 4716914 | [9 sandwick] | [9 Sandwick Drive, Weymouth, Auckland] | 2.0 |
| 78523 | 52794.0 | Aug 01, 1998 12:00:00 AM | Apr 01, 1999 12:00:00 AM | 2/7 | FLEMING ST | MANUREWA | Manurewa | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 129.0 | 100000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 758300.0 | 2013.0 | Residential - Mixed Housing Urban Zone | Residential | 60.0 | MCC_MR | Main Residential | Residential | NaN | NaN | NaN | 174.903659 | -37.022942 | POINT (1769337.850 5900888.307) | False | 7 fleming | 2/7 fleming st manurewa | 4808626 | [7 fleming] | [7 Fleming Street, Manurewa East, Auckland] | 2.0 |
| 78577 | 52740.0 | Aug 01, 1998 12:00:00 AM | Apr 01, 1999 12:00:00 AM | 2&3/29 | FENTON ST | PAPATOETOE | Otara - Papatoetoe | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 259.0 | 182000.0 | 2.0 | Residential | Detached | NaN | NaN | 1998.0 | 658202.0 | 2013.0 | Residential - Mixed Housing Suburban Zone | Residential | 18.0 | MCC_MR | Main Residential | Residential | NaN | NaN | NaN | 174.848303 | -36.984384 | POINT (1764496.275 5905263.450) | False | 29 fenton | 2&3/29 fenton st papatoetoe | 5126250 | [1/29 fenton, 2/29 fenton, 29 fenton, 3/29 fen... | [1/29 Fenton Street, Papatoetoe, Auckland, 2/2... | 2.0 |
| 78797 | 52520.0 | Aug 01, 1998 12:00:00 AM | Apr 01, 1999 12:00:00 AM | 1/14 | MCHARDY PL | GLENFIELD | Kaipatiki | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 134.0 | 100000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 196302.0 | 2013.0 | Residential - Mixed Housing Urban Zone | Residential | 60.0 | NSC_541 | Residential 4A | Residential | NaN | NaN | NaN | 174.728175 | -36.772828 | POINT (1754229.122 5928935.467) | False | 14 mchardy | 1/14 mchardy pl glenfield | 4919195 | [14 mchardy] | [14 McHardy Place, Glenfield, Auckland] | 2.0 |
| 78806 | 52511.0 | Aug 01, 1998 12:00:00 AM | Apr 01, 1999 12:00:00 AM | 3/787 | BEACH RD | BROWNS BAY | Hibiscus and Bays | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 149.0 | 100000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 162400.0 | 2013.0 | Residential - Mixed Housing Suburban Zone | Residential | 18.0 | NSC_542 | Residential 4B | Residential | NaN | NaN | NaN | 174.743602 | -36.713676 | POINT (1755725.507 5935472.927) | False | 787 beach | 3/787 beach rd browns bay | 4940045 | [787 beach] | [787 Beach Road, Browns Bay, Auckland] | 2.0 |
| 78986 | 52325.0 | Jul 01, 1998 12:00:00 AM | Apr 01, 1999 12:00:00 AM | 2/86 | MANUROA RD | TAKANINI | Papakura | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 160.0 | 108000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 767100.0 | 2013.0 | Residential - Single House Zone | Residential | 19.0 | PDC_32 | Residential 1 | Residential | NaN | NaN | NaN | 174.923908 | -37.037387 | POINT (1771106.790 5899249.463) | False | 86 manuroa | 2/86 manuroa rd takanini | 5162888 | [86 manuroa] | [86 Manuroa Road, Takanini] | 2.0 |
| 79018 | 52293.0 | Jul 01, 1998 12:00:00 AM | Apr 01, 1999 12:00:00 AM | 2/14 | HAYWARD RD | PAPATOETOE | Otara - Papatoetoe | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 194.0 | 98000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 673100.0 | 2013.0 | Residential - Mixed Housing Suburban Zone | Residential | 18.0 | MCC_MR | Main Residential | Residential | NaN | NaN | NaN | 174.858171 | -36.985615 | POINT (1765371.950 5905109.761) | False | 14 hayward | 2/14 hayward rd papatoetoe | 4741687 | [14 hayward] | [14 Hayward Road, Papatoetoe, Auckland] | 2.0 |
| 79497 | 51807.0 | Jun 01, 1998 12:00:00 AM | Apr 01, 1999 12:00:00 AM | 1/86 | MANUROA RD | TAKANINI | Papakura | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 135.0 | 90000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 767100.0 | 2013.0 | Residential - Single House Zone | Residential | 19.0 | PDC_32 | Residential 1 | Residential | NaN | NaN | NaN | 174.923908 | -37.037387 | POINT (1771106.790 5899249.463) | False | 86 manuroa | 1/86 manuroa rd takanini | 5162888 | [86 manuroa] | [86 Manuroa Road, Takanini] | 2.0 |
| 79503 | 51801.0 | Jun 01, 1998 12:00:00 AM | Apr 01, 1999 12:00:00 AM | 2/86 | MANUROA RD | TAKANINI | Papakura | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 118.0 | 95000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 767100.0 | 2013.0 | Residential - Single House Zone | Residential | 19.0 | PDC_32 | Residential 1 | Residential | NaN | NaN | NaN | 174.923908 | -37.037387 | POINT (1771106.790 5899249.463) | False | 86 manuroa | 2/86 manuroa rd takanini | 5162888 | [86 manuroa] | [86 Manuroa Road, Takanini] | 2.0 |
| 79975 | 51306.0 | May 01, 1998 12:00:00 AM | Apr 01, 1999 12:00:00 AM | 1/86 | MANUROA RD | TAKANINI | Papakura | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 118.0 | 80000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 767100.0 | 2013.0 | Residential - Single House Zone | Residential | 19.0 | PDC_32 | Residential 1 | Residential | NaN | NaN | NaN | 174.923908 | -37.037387 | POINT (1771106.790 5899249.463) | False | 86 manuroa | 1/86 manuroa rd takanini | 5162888 | [86 manuroa] | [86 Manuroa Road, Takanini] | 2.0 |
| 80316 | 50965.0 | May 01, 1998 12:00:00 AM | Apr 01, 1999 12:00:00 AM | 2/65 | BEACH RD | CASTOR BAY | Devonport - Takapuna | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 332.0 | 245000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 313300.0 | 2013.0 | Residential - Mixed Housing Suburban Zone | Residential | 18.0 | NSC_541 | Residential 4A | Residential | NaN | NaN | NaN | 174.766451 | -36.760772 | POINT (1757670.028 5930210.599) | False | 65 beach | 2/65 beach rd castor bay | 8018578 | [65 beach] | [65 Beach Road, Castor Bay, Auckland] | 2.0 |
| 80332 | 50949.0 | May 01, 1998 12:00:00 AM | Apr 01, 1999 12:00:00 AM | 1/28 | TAMAHERE DR | GLENFIELD | Kaipatiki | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 161.0 | 90000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 187407.0 | 2013.0 | Residential - Mixed Housing Suburban Zone | Residential | 18.0 | NSC_541 | Residential 4A | Residential | NaN | NaN | NaN | 174.712471 | -36.787007 | POINT (1752799.356 5927387.578) | False | 28 tamahere | 1/28 tamahere dr glenfield | 7423214 | [28 tamahere] | [28 Tamahere Drive, Glenfield, Auckland] | 2.0 |
| 80547 | 50718.0 | Apr 01, 1998 12:00:00 AM | Apr 01, 1999 12:00:00 AM | 2/86 | MANUROA RD | TAKANINI | Papakura | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 118.0 | 95000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 767100.0 | 2013.0 | Residential - Single House Zone | Residential | 19.0 | PDC_32 | Residential 1 | Residential | NaN | NaN | NaN | 174.923908 | -37.037387 | POINT (1771106.790 5899249.463) | False | 86 manuroa | 2/86 manuroa rd takanini | 5162888 | [86 manuroa] | [86 Manuroa Road, Takanini] | 2.0 |
| 80620 | 50645.0 | Apr 01, 1998 12:00:00 AM | Apr 01, 1999 12:00:00 AM | 2/46 | MELLONS BAY RD | HOWICK | Howick | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 210.0 | 180000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 650700.0 | 2013.0 | Residential - Mixed Housing Urban Zone | Residential | 60.0 | MCC_RH7 | Residential Heritage 7 | Residential | NaN | NaN | NaN | 174.929108 | -36.890779 | POINT (1771898.829 5915506.192) | False | 46 mellons | 2/46 mellons bay rd howick | 4780148 | [46 mellons] | [46 Mellons Bay Road, Mellons Bay, Auckland] | 2.0 |
| 80691 | 50574.0 | Apr 01, 1998 12:00:00 AM | Apr 01, 1999 12:00:00 AM | 2/29 | WEDGWOOD AVE | MANGERE | Mangere - Otahuhu | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 104.0 | 90000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 747804.0 | 2013.0 | Residential - Mixed Housing Urban Zone | Residential | 60.0 | MCC_MR | Main Residential | Residential | NaN | NaN | NaN | 174.832222 | -36.966446 | POINT (1763103.317 5907281.357) | False | 29 wedgwood | 2/29 wedgwood ave mangere | 6702265 | [29 wedgwood] | [29 Wedgwood Avenue, Māngere East, Auckland] | 2.0 |
| 81115 | 50130.0 | Mar 01, 1998 12:00:00 AM | Apr 01, 1998 12:00:00 AM | 2/86 | MANUROA RD | TAKANINI | Papakura | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 135.0 | 95000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 767100.0 | 2013.0 | Residential - Single House Zone | Residential | 19.0 | PDC_32 | Residential 1 | Residential | NaN | NaN | NaN | 174.923908 | -37.037387 | POINT (1771106.790 5899249.463) | False | 86 manuroa | 2/86 manuroa rd takanini | 5162888 | [86 manuroa] | [86 Manuroa Road, Takanini] | 2.0 |
| 81156 | 50089.0 | Mar 01, 1998 12:00:00 AM | Apr 01, 1998 12:00:00 AM | 1/24 | GIFFORD RD | PAPATOETOE | Otara - Papatoetoe | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 105.0 | 75000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 659100.0 | 2013.0 | Business - Light Industry Zone | Business | 17.0 | MCC_B5 | Business 5 | Business | Commercial | NaN | NaN | 174.845599 | -36.991900 | POINT (1764239.452 5904434.270) | False | 24 gifford | 1/24 gifford rd papatoetoe | 6753409 | [305 puhinui] | [305 Puhinui Road, Papatoetoe, Auckland] | NaN |
| 81159 | 50086.0 | Mar 01, 1998 12:00:00 AM | Apr 01, 1998 12:00:00 AM | 1/24 | GIFFORD RD | PAPATOETOE | Otara - Papatoetoe | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 105.0 | 75000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 659100.0 | 2013.0 | Residential - Mixed Housing Suburban Zone | Residential | 18.0 | MCC_MR | Main Residential | Residential | NaN | NaN | NaN | 174.846561 | -36.990794 | POINT (1764327.448 5904555.270) | False | 24 gifford | 1/24 gifford rd papatoetoe | 5143489 | [139c wyllie] | [139C Wyllie Road, Papatoetoe, Auckland] | NaN |
| 81161 | 50084.0 | Mar 01, 1998 12:00:00 AM | Apr 01, 1998 12:00:00 AM | 3/24 | GIFFORD RD | PAPATOETOE | Otara - Papatoetoe | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 105.0 | 75000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 659100.0 | 2013.0 | Business - Light Industry Zone | Business | 17.0 | MCC_B5 | Business 5 | Business | Commercial | NaN | NaN | 174.844011 | -36.992672 | POINT (1764096.452 5904351.270) | False | 24 gifford | 3/24 gifford rd papatoetoe | 6785044 | [307 puhinui] | [307 Puhinui Road, Papatoetoe, Auckland] | NaN |
| 81162 | 50083.0 | Mar 01, 1998 12:00:00 AM | Apr 01, 1998 12:00:00 AM | 1/24 | GIFFORD RD | PAPATOETOE | Otara - Papatoetoe | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 105.0 | 75000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 659100.0 | 2013.0 | Business - Light Industry Zone | Business | 17.0 | MCC_B5 | Business 5 | Business | Commercial | NaN | NaN | 174.845632 | -36.991430 | POINT (1764243.451 5904486.270) | False | 24 gifford | 1/24 gifford rd papatoetoe | 6753409 | [305 puhinui] | [305 Puhinui Road, Papatoetoe, Auckland] | NaN |
| 81182 | 50063.0 | Mar 01, 1998 12:00:00 AM | Apr 01, 1998 12:00:00 AM | 1/24 | GIFFORD RD | PAPATOETOE | Otara - Papatoetoe | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 105.0 | 75000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 659100.0 | 2013.0 | Business - Light Industry Zone | Business | 17.0 | MCC_B5 | Business 5 | Business | Commercial | NaN | NaN | 174.846341 | -36.991915 | POINT (1764305.446 5904431.270) | False | 24 gifford | 1/24 gifford rd papatoetoe | 6753410 | [285 puhinui] | [285 Puhinui Road, Papatoetoe, Auckland] | NaN |
| 81183 | 50062.0 | Mar 01, 1998 12:00:00 AM | Apr 01, 1998 12:00:00 AM | 1/24 | GIFFORD RD | PAPATOETOE | Otara - Papatoetoe | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 105.0 | 75000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 659100.0 | 2013.0 | Business - Light Industry Zone | Business | 17.0 | MCC_B5 | Business 5 | Business | Commercial | NaN | NaN | 174.844398 | -36.991486 | POINT (1764133.446 5904482.270) | False | 24 gifford | 1/24 gifford rd papatoetoe | 6753409 | [305 puhinui] | [305 Puhinui Road, Papatoetoe, Auckland] | NaN |
| 81216 | 50029.0 | Mar 01, 1998 12:00:00 AM | Apr 01, 1998 12:00:00 AM | 2/2 | LA TROBE ST | PAKURANGA | Howick | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 96.0 | 75000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 690300.0 | 2013.0 | Residential - Mixed Housing Suburban Zone | Residential | 18.0 | MCC_MR | Main Residential | Residential | NaN | NaN | NaN | 174.892791 | -36.913036 | POINT (1768613.336 5913101.696) | False | 2 la | 2/2 la trobe st pakuranga | 5031856 | [2 la] | [2 La Trobe Street, Pakuranga Heights, Auckland] | 2.0 |
| 81242 | 50003.0 | Mar 01, 1998 12:00:00 AM | Apr 01, 1998 12:00:00 AM | 2/19 | HUTCHINSONS RD | HOWICK | Howick | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 182.0 | 120000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 645200.0 | 2013.0 | Residential - Terrace Housing and Apartment Bu... | Residential | 8.0 | MCC_MR | Main Residential | Residential | NaN | NaN | NaN | 174.910613 | -36.897449 | POINT (1770235.749 5914799.341) | False | 19 hutchinsons | 2/19 hutchinsons rd howick | 5107851 | [19 hutchinsons] | [19 Hutchinsons Road, Bucklands Beach, Auckland] | 2.0 |
| 81251 | 49994.0 | Mar 01, 1998 12:00:00 AM | Apr 01, 1998 12:00:00 AM | 2/128 | GLOUCESTER RD | MANUREWA | Manurewa | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 130.0 | 100000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 778600.0 | 2013.0 | Residential - Mixed Housing Suburban Zone | Residential | 18.0 | MCC_MR | Main Residential | Residential | NaN | NaN | NaN | 174.886531 | -37.019579 | POINT (1767821.443 5901291.867) | False | 128 gloucester | 2/128 gloucester rd manurewa | 5180604 | [128 gloucester] | [128 Gloucester Road, Manurewa, Auckland] | 2.0 |
| 81256 | 49989.0 | Mar 01, 1998 12:00:00 AM | Apr 01, 1998 12:00:00 AM | 2/18 | RAKAIA RISE | CLOVER PARK | Howick | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 131.0 | 140000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 716012.0 | 2013.0 | Residential - Mixed Housing Suburban Zone | Residential | 18.0 | MCC_MR | Main Residential | Residential | NaN | NaN | NaN | 174.898347 | -36.986573 | POINT (1768945.734 5904932.985) | False | 18 rakaia | 2/18 rakaia rise clover park | 4910563 | [18 rakaia] | [18 Rakaia Rise, Clover Park, Auckland] | 2.0 |
| 81258 | 49987.0 | Mar 01, 1998 12:00:00 AM | Apr 01, 1998 12:00:00 AM | 2/8 | HILLTOP RD | MANUKAU HEIGHTS | Howick | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 162.0 | 130000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 716203.0 | 2013.0 | Residential - Mixed Housing Urban Zone | Residential | 60.0 | MCC_MR | Main Residential | Residential | NaN | NaN | NaN | 174.903420 | -36.984677 | POINT (1769401.490 5905134.291) | False | 8 hilltop | 2/8 hilltop rd manukau heights | 5005286 | [8 hilltop] | [8 Hilltop Road, Clover Park, Auckland] | 2.0 |
| 81466 | 49779.0 | Mar 01, 1998 12:00:00 AM | Apr 01, 1998 12:00:00 AM | 1/236A | OLD TITIRANGI RD | TITIRANGI | Whau | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 144.0 | 150000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 292103.0 | 2013.0 | Residential - Mixed Housing Suburban Zone | Residential | 18.0 | WCC_9 | Living 2 | Residential | NaN | NaN | NaN | 174.662469 | -36.922166 | POINT (1748076.435 5912471.215) | False | 236a old | 1/236a old titirangi rd titirangi | 4866103 | [236a old] | [236A Old Titirangi Road, Titirangi, Auckland] | 2.0 |
| 81603 | 49642.0 | Mar 01, 1998 12:00:00 AM | Apr 01, 1998 12:00:00 AM | 2/8 | GREENSLADE CRES | NORTHCOTE | Kaipatiki | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 120.0 | 120000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 362501.0 | 2013.0 | Residential - Terrace Housing and Apartment Bu... | Residential | 8.0 | NSC_5611 | Residential 6A1 | Residential | NaN | Northcote Strategic Area | Northcote Strategic Area | 174.743253 | -36.801961 | POINT (1755515.941 5925678.839) | False | 8 greenslade | 2/8 greenslade cres northcote | 5019599 | [8 greenslade] | [8 Greenslade Crescent, Northcote, Auckland] | 2.0 |
| 81721 | 49416.0 | Feb 01, 1998 12:00:00 AM | Apr 01, 1998 12:00:00 AM | 2/24 | GIFFORD RD | PAPATOETOE | Otara - Papatoetoe | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 105.0 | 70000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 659100.0 | 2013.0 | Business - Light Industry Zone | Business | 17.0 | MCC_B5 | Business 5 | Business | Commercial | NaN | NaN | 174.846092 | -36.991874 | POINT (1764283.445 5904436.270) | False | 24 gifford | 2/24 gifford rd papatoetoe | 6753410 | [285 puhinui] | [285 Puhinui Road, Papatoetoe, Auckland] | NaN |
| 81722 | 49415.0 | Feb 01, 1998 12:00:00 AM | Apr 01, 1998 12:00:00 AM | 1/24 | GIFFORD RD | PAPATOETOE | Otara - Papatoetoe | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 105.0 | 70000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 659100.0 | 2013.0 | Residential - Mixed Housing Suburban Zone | Residential | 18.0 | MCC_MR | Main Residential | Residential | NaN | NaN | NaN | 174.846427 | -36.990814 | POINT (1764315.452 5904553.270) | False | 24 gifford | 1/24 gifford rd papatoetoe | 5143489 | [139c wyllie] | [139C Wyllie Road, Papatoetoe, Auckland] | NaN |
| 81779 | 49358.0 | Feb 01, 1998 12:00:00 AM | Apr 01, 1998 12:00:00 AM | 2/57 | SWAFFIELD RD | PAPATOETOE | Otara - Papatoetoe | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 147.0 | 130000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 660600.0 | 2013.0 | Residential - Mixed Housing Urban Zone | Residential | 60.0 | MCC_MR | Main Residential | Residential | NaN | Otahuhu Coast Strategic Area | Otahuhu Coast - Strategic Area | 174.843214 | -36.967565 | POINT (1764079.457 5907138.338) | False | 57 swaffield | 2/57 swaffield rd papatoetoe | 4810183 | [57 swaffield] | [57 Swaffield Road, Papatoetoe, Auckland] | 2.0 |
| 81780 | 49357.0 | Feb 01, 1998 12:00:00 AM | Apr 01, 1998 12:00:00 AM | 2/67 | SWAFFIELD RD | PAPATOETOE | Otara - Papatoetoe | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 147.0 | 130000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 660600.0 | 2013.0 | Residential - Mixed Housing Urban Zone | Residential | 60.0 | MCC_MR | Main Residential | Residential | NaN | Otahuhu Coast Strategic Area | Otahuhu Coast - Strategic Area | 174.842992 | -36.966813 | POINT (1764061.279 5907222.092) | False | 67 swaffield | 2/67 swaffield rd papatoetoe | 5067183 | [67 swaffield] | [67 Swaffield Road, Papatoetoe, Auckland] | 2.0 |
| 81781 | 49356.0 | Feb 01, 1998 12:00:00 AM | Apr 01, 1998 12:00:00 AM | 2/69 | SWAFFIELD RD | PAPATOETOE | Otara - Papatoetoe | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 147.0 | 130000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 660600.0 | 2013.0 | Residential - Mixed Housing Urban Zone | Residential | 60.0 | MCC_MR | Main Residential | Residential | NaN | Otahuhu Coast Strategic Area | Otahuhu Coast - Strategic Area | 174.842897 | -36.966669 | POINT (1764053.158 5907238.235) | False | 69 swaffield | 2/69 swaffield rd papatoetoe | 5196225 | [69 swaffield] | [69 Swaffield Road, Papatoetoe, Auckland] | 2.0 |
| 81816 | 49321.0 | Feb 01, 1998 12:00:00 AM | Apr 01, 1998 12:00:00 AM | 2/99 | BOTANY RD | HOWICK | Howick | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 177.0 | 160000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 710522.0 | 2013.0 | Residential - Mixed Housing Suburban Zone | Residential | 18.0 | MCC_MR | Main Residential | Residential | NaN | NaN | NaN | 174.917378 | -36.908347 | POINT (1770814.306 5913578.179) | False | 99 botany | 2/99 botany rd howick | 4883516 | [99 botany] | [99 Botany Road, Botany Downs, Auckland] | 2.0 |
| 81835 | 49302.0 | Feb 01, 1998 12:00:00 AM | Apr 01, 1998 12:00:00 AM | 2/69 | VINCENT ST | HOWICK | Howick | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 122.0 | 150000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 647800.0 | 2013.0 | Residential - Mixed Housing Suburban Zone | Residential | 18.0 | MCC_MR | Main Residential | Residential | NaN | NaN | NaN | 174.923951 | -36.902381 | POINT (1771413.299 5914228.252) | False | 69 vincent | 2/69 vincent st howick | 5178266 | [69 vincent] | [69 Vincent Street, Howick, Auckland] | 2.0 |
| 82357 | 48769.0 | Jan 01, 1998 12:00:00 AM | Apr 01, 1998 12:00:00 AM | 2/13 | PERSHORE PL | MANGERE | Mangere - Otahuhu | Resited Houses | 3303.0 | 61.0 | 39000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 741202.0 | 2013.0 | Residential - Terrace Housing and Apartment Bu... | Residential | 8.0 | MCC_MR | Main Residential | Residential | NaN | NaN | NaN | 174.802556 | -36.975611 | POINT (1760442.959 5906314.893) | False | 13 pershore | 2/13 pershore pl mangere | 5153200 | [13 pershore] | [13 Pershore Place, Māngere, Auckland] | 2.0 |
| 82360 | 48766.0 | Jan 01, 1998 12:00:00 AM | Apr 01, 1998 12:00:00 AM | 1/24 | GIFFORD RD | PAPATOETOE | Otara - Papatoetoe | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 105.0 | 73000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 659100.0 | 2013.0 | Residential - Mixed Housing Suburban Zone | Residential | 18.0 | MCC_MR | Main Residential | Residential | NaN | NaN | NaN | 174.845705 | -36.990231 | POINT (1764252.449 5904619.270) | False | 24 gifford | 1/24 gifford rd papatoetoe | 4837889 | [18 gifford] | [18 Gifford Road, Papatoetoe, Auckland] | NaN |
| 82427 | 48699.0 | Jan 01, 1998 12:00:00 AM | Apr 01, 1998 12:00:00 AM | 1/12 | LUNN AVE | MT WELLINGTON | Maungakiekie - Tamaki | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 140.0 | 125000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 626500.0 | 2013.0 | Residential - Mixed Housing Urban Zone | Residential | 60.0 | ACC_24 | Residential 6a | Residential | NaN | NaN | NaN | 174.839260 | -36.895060 | POINT (1763882.667 5915189.387) | False | 12 lunn | 1/12 lunn ave mt wellington | 4790475 | [12 lunn] | [12 Lunn Avenue, Mount Wellington, Auckland] | 2.0 |
| 82689 | 48437.0 | Jan 01, 1998 12:00:00 AM | Apr 01, 1998 12:00:00 AM | 2/95 | ROSEDALE RD | ALBANY | Upper Harbour | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 104.0 | 120000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 180701.0 | 2013.0 | Residential - Mixed Housing Suburban Zone | Residential | 18.0 | NSC_541 | Residential 4A | Residential | NaN | NaN | NaN | 174.724818 | -36.735854 | POINT (1754003.400 5933042.821) | False | 95 rosedale | 2/95 rosedale rd albany | 6920492 | [95 rosedale] | [95 Rosedale Road, Pinehill, Auckland] | 2.0 |
| 82975 | 48136.0 | Dec 01, 1997 12:00:00 AM | Apr 01, 1998 12:00:00 AM | 2/7 | MIRAMAR PL | PAKURANGA | Howick | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 195.0 | 200000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 686501.0 | 2013.0 | Residential - Mixed Housing Suburban Zone | Residential | 18.0 | MCC_MR | Main Residential | Residential | NaN | NaN | NaN | 174.880939 | -36.920671 | POINT (1767540.676 5912275.487) | False | 7 miramar | 2/7 miramar pl pakuranga | 5021963 | [7 miramar] | [7 Miramar Place, Pakuranga, Auckland] | 2.0 |
| 82988 | 48123.0 | Dec 01, 1997 12:00:00 AM | Apr 01, 1998 12:00:00 AM | 2/331 | BOTANY RD | HOWICK | Howick | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 150.0 | 100000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 711183.0 | 2013.0 | Residential - Mixed Housing Urban Zone | Residential | 60.0 | MCC_MR | Main Residential | Residential | NaN | NaN | NaN | 174.912160 | -36.927711 | POINT (1770306.322 5911439.040) | False | 331 botany | 2/331 botany rd howick | 6668005 | [331 botany] | [331 Botany Road, Golflands, Auckland] | 2.0 |
| 83627 | 47462.0 | Nov 01, 1997 12:00:00 AM | Apr 01, 1998 12:00:00 AM | 1/86 | MANUROA RD | TAKANINI | Papakura | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 132.0 | 120000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 767100.0 | 2013.0 | Residential - Single House Zone | Residential | 19.0 | PDC_32 | Residential 1 | Residential | NaN | NaN | NaN | 174.923908 | -37.037387 | POINT (1771106.790 5899249.463) | False | 86 manuroa | 1/86 manuroa rd takanini | 5162888 | [86 manuroa] | [86 Manuroa Road, Takanini] | 2.0 |
| 83654 | 47435.0 | Nov 01, 1997 12:00:00 AM | Apr 01, 1998 12:00:00 AM | 2/67 | VINCENT ST | HOWICK | Howick | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 181.0 | 120000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 647800.0 | 2013.0 | Residential - Mixed Housing Suburban Zone | Residential | 18.0 | MCC_MR | Main Residential | Residential | NaN | NaN | NaN | 174.923888 | -36.902155 | POINT (1771408.173 5914253.429) | False | 67 vincent | 2/67 vincent st howick | 6630757 | [67 vincent] | [67 Vincent Street, Howick, Auckland] | 2.0 |
| 84559 | 46513.0 | Oct 01, 1997 12:00:00 AM | Apr 01, 1998 12:00:00 AM | 2/97 | RUSSELL RD | MANUREWA | Manurewa | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 98.0 | 52000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 778100.0 | 2013.0 | Residential - Mixed Housing Suburban Zone | Residential | 18.0 | MCC_MR | Main Residential | Residential | NaN | NaN | NaN | 174.880873 | -37.019688 | POINT (1767317.830 5901289.693) | False | 97 russell | 2/97 russell rd manurewa | 7709760 | [97 russell] | [97 Russell Road, Manurewa, Auckland] | 2.0 |
| 84567 | 46505.0 | Oct 01, 1997 12:00:00 AM | Apr 01, 1998 12:00:00 AM | 2/7 | THOMAS RD | MANGERE | Mangere - Otahuhu | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 87.0 | 70000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 740500.0 | 2013.0 | Residential - Terrace Housing and Apartment Bu... | Residential | 8.0 | MCC_MR | Main Residential | Residential | NaN | NaN | NaN | 174.797422 | -36.974674 | POINT (1759987.872 5906427.427) | False | 7 thomas | 2/7 thomas rd mangere | 5106818 | [7 thomas] | [7 Thomas Road, Māngere, Auckland] | 2.0 |
| 84571 | 46501.0 | Oct 01, 1997 12:00:00 AM | Apr 01, 1998 12:00:00 AM | 2/6 | STAINES AVE | PAPATOETOE | Otara - Papatoetoe | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 114.0 | 100000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 748200.0 | 2013.0 | Residential - Mixed Housing Urban Zone | Residential | 60.0 | MCC_MR | Main Residential | Residential | NaN | NaN | NaN | 174.839194 | -36.966781 | POINT (1763723.247 5907232.154) | False | 6 staines | 2/6 staines ave papatoetoe | 4995000 | [6 staines] | [6 Staines Avenue, Māngere East, Auckland] | 2.0 |
| 84910 | 46162.0 | Oct 01, 1997 12:00:00 AM | Apr 01, 1998 12:00:00 AM | 1/19 | MIZPAH RD | BROWNS BAY | Hibiscus and Bays | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 198.0 | 130000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 163100.0 | 2013.0 | Residential - Mixed Housing Suburban Zone | Residential | 18.0 | NSC_542 | Residential 4B | Residential | NaN | NaN | NaN | 174.744421 | -36.708885 | POINT (1755808.337 5936003.103) | False | 19 mizpah | 1/19 mizpah rd browns bay | 4838094 | [19 mizpah] | [19 Mizpah Road, Waiake, Auckland] | 2.0 |
| 85039 | 46033.0 | Oct 01, 1997 12:00:00 AM | Apr 01, 1998 12:00:00 AM | 2/85 | MCKENZIE AVE | ARKLES BAY | Hibiscus and Bays | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 150.0 | 115000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 174410.0 | 2013.0 | Residential - Mixed Housing Suburban Zone | Residential | 18.0 | RDC_24 | Residential High Intensi | Residential | NaN | NaN | NaN | 174.764190 | -36.632228 | POINT (1757730.727 5944475.323) | False | 85 mckenzie | 2/85 mckenzie ave arkles bay | 6744715 | [4 brandon] | [4 Brandon Road, Manly, Whangaparaoa] | NaN |
| 85264 | 45792.0 | Sep 01, 1997 12:00:00 AM | Apr 01, 1998 12:00:00 AM | 2/45 | ANDREW RD | HOWICK | Howick | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 139.0 | 140000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 648800.0 | 2013.0 | Residential - Mixed Housing Suburban Zone | Residential | 18.0 | MCC_MR | Main Residential | Residential | NaN | NaN | NaN | 174.923179 | -36.906528 | POINT (1771335.216 5913769.532) | False | 45 andrew | 2/45 andrew rd howick | 4822280 | [45 andrew] | [45 Andrew Road, Howick, Auckland] | 2.0 |
| 86431 | 44607.0 | Aug 01, 1997 12:00:00 AM | Apr 01, 1998 12:00:00 AM | 1/66 | PARK RD | GLENFIELD | Kaipatiki | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 130.0 | 80000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 187801.0 | 2013.0 | Residential - Mixed Housing Suburban Zone | Residential | 18.0 | NSC_541 | Residential 4A | Residential | NaN | NaN | NaN | 174.717711 | -36.792563 | POINT (1753255.849 5926762.711) | False | 66 park | 1/66 park rd glenfield | 4783409 | [66 park] | [66 Park Hill Road, Birkenhead, Auckland] | 2.0 |
| 86728 | 44291.0 | Jul 01, 1997 12:00:00 AM | Apr 01, 1998 12:00:00 AM | 2/3 | RODNEY ST | HOWICK | Howick | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 104.0 | 100000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 649800.0 | 2013.0 | Residential - Mixed Housing Suburban Zone | Residential | 18.0 | MCC_MR | Main Residential | Residential | NaN | NaN | NaN | 174.932616 | -36.903836 | POINT (1772182.059 5914051.186) | False | 3 rodney | 2/3 rodney st howick | 4785936 | [3 rodney] | [3 Rodney Street, Howick, Auckland] | 2.0 |
| 86806 | 44213.0 | Jul 01, 1997 12:00:00 AM | Apr 01, 1998 12:00:00 AM | 1/62 | MILLEN AVE | PAKURANGA | Howick | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 131.0 | 150000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 683200.0 | 2013.0 | Residential - Mixed Housing Suburban Zone | Residential | 18.0 | MCC_MR | Main Residential | Residential | NaN | NaN | NaN | 174.859940 | -36.915850 | POINT (1765680.535 5912847.036) | False | 62 millen | 1/62 millen ave pakuranga | 4926329 | [62 millen] | [62 Millen Avenue, Pakuranga, Auckland] | 2.0 |
| 86809 | 44210.0 | Jul 01, 1997 12:00:00 AM | Apr 01, 1998 12:00:00 AM | 2/23 | MACLEANS RD | BUCKLANDS BEACH | Howick | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 250.0 | 175000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 677502.0 | 2013.0 | Residential - Mixed Housing Suburban Zone | Residential | 18.0 | MCC_MR | Main Residential | Residential | NaN | NaN | NaN | 174.913280 | -36.881454 | POINT (1770508.972 5916569.210) | False | 23 macleans | 2/23 macleans rd bucklands beach | 5038680 | [23 macleans] | [23 MacLeans Road, Bucklands Beach, Auckland] | 2.0 |
| 87342 | 49618.0 | Mar 01, 1998 12:00:00 AM | Apr 01, 1998 12:00:00 AM | 2/9 | BUNDORAN WAY | PINEHILL | Upper Harbour | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 212.0 | 160000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 180606.0 | 2013.0 | Residential - Mixed Housing Suburban Zone | Residential | 18.0 | NSC_541 | Residential 4A | Residential | NaN | NaN | NaN | 174.721807 | -36.729057 | POINT (1753748.118 5933801.716) | False | 9 bundoran | 2/9 bundoran way pinehill | 6639120 | [9 bundoran] | [9 Bundoran Way, Pinehill, Auckland] | 2.0 |
| 87579 | 43519.0 | Jun 01, 1997 12:00:00 AM | Apr 01, 1998 12:00:00 AM | 2/22 | HUTCHINSONS RD | HOWICK | Howick | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 91.0 | 70000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 644800.0 | 2013.0 | Residential - Mixed Housing Urban Zone | Residential | 60.0 | MCC_MR | Main Residential | Residential | NaN | NaN | NaN | 174.910158 | -36.895680 | POINT (1770199.118 5914996.493) | False | 22 hutchinsons | 2/22 hutchinsons rd howick | 4829650 | [22 hutchinsons] | [22 Hutchinsons Road, Bucklands Beach, Auckland] | 2.0 |
| 87910 | 43188.0 | Jun 01, 1997 12:00:00 AM | Apr 01, 1998 12:00:00 AM | 2/29 | MANUWAI RD | TORBAY | Hibiscus and Bays | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 197.0 | 130000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 166800.0 | 2013.0 | Residential - Mixed Housing Suburban Zone | Residential | 18.0 | NSC_542 | Residential 4B | Residential | NaN | NaN | NaN | 174.744613 | -36.693918 | POINT (1755855.724 5937663.297) | False | 29 manuwai | 2/29 manuwai rd torbay | 4874464 | [29 manuwai] | [29 Manuwai Road, Torbay, Auckland] | 2.0 |
| 87936 | 43162.0 | Jun 01, 1997 12:00:00 AM | Apr 01, 1998 12:00:00 AM | 2/159 | VERBENA RD | BIRKDALE | Kaipatiki | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 86.0 | 98000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 188800.0 | 2013.0 | Residential - Mixed Housing Suburban Zone | Residential | 18.0 | NSC_541 | Residential 4A | Residential | NaN | NaN | NaN | 174.709408 | -36.795703 | POINT (1752508.802 5926427.637) | False | 159 verbena | 2/159 verbena rd birkdale | 7892664 | [159 verbena] | [159 Verbena Road, Birkdale, Auckland] | 2.0 |
| 88693 | 42384.0 | May 01, 1997 12:00:00 AM | Apr 01, 1998 12:00:00 AM | 2/167B | CARLISLE RD | BROWNS BAY | Hibiscus and Bays | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 112.0 | 100000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 164203.0 | 2013.0 | Residential - Mixed Housing Urban Zone | Residential | 60.0 | NSC_542 | Residential 4B | Residential | NaN | NaN | NaN | 174.729456 | -36.708947 | POINT (1754471.496 5936020.488) | False | 167b carlisle | 2/167b carlisle rd browns bay | 5124987 | [2/167c carlisle, 167b carlisle] | [2/167C Carlisle Road, Northcross, Auckland, 1... | 2.0 |
| 88703 | 42374.0 | May 01, 1997 12:00:00 AM | Apr 01, 1998 12:00:00 AM | 2/27 | LEVESQUE ST | BIRKDALE | Kaipatiki | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 119.0 | 136700.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 347500.0 | 2013.0 | Residential - Mixed Housing Suburban Zone | Residential | 18.0 | NSC_542 | Residential 4B | Residential | NaN | NaN | NaN | 174.702846 | -36.791560 | POINT (1751931.502 5926897.735) | False | 27 levesque | 2/27 levesque st birkdale | 5005616 | [27 levesque] | [27 Levesque Street, Birkdale, Auckland] | 2.0 |
| 88755 | 42322.0 | May 01, 1997 12:00:00 AM | Apr 01, 1998 12:00:00 AM | 2/72 | BAY ST | RED BEACH | Hibiscus and Bays | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 267.0 | 200000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 173117.0 | 2013.0 | Residential - Mixed Housing Urban Zone | Residential | 60.0 | RDC_24 | Residential High Intensi | Residential | NaN | NaN | NaN | 174.704528 | -36.604905 | POINT (1752449.866 5947602.911) | False | 72 bay | 2/72 bay st red beach | 5042273 | [72 bay] | [72 Bay Vista Drive, Red Beach] | 2.0 |
| 89447 | 41625.0 | Apr 01, 1997 12:00:00 AM | Apr 01, 1998 12:00:00 AM | 2/30 | BELLE VUE AVE | NORTHCOTE | Kaipatiki | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 369.0 | 350000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 360600.0 | 2013.0 | Residential - Mixed Housing Urban Zone | Residential | 60.0 | NSC_533 | Residential 3C | Residential | NaN | NaN | NaN | 174.747622 | -36.812906 | POINT (1755883.601 5924457.483) | False | 30 belle | 2/30 belle vue ave northcote | 6796647 | [30 belle] | [30 Belle Vue Avenue, Northcote Point, Auckland] | 2.0 |
| 89456 | 41616.0 | Apr 01, 1997 12:00:00 AM | Apr 01, 1998 12:00:00 AM | 2/5 | FLAXDALE ST | BIRKDALE | Kaipatiki | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 241.0 | 150000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 347300.0 | 2013.0 | Residential - Mixed Housing Suburban Zone | Residential | 18.0 | NSC_542 | Residential 4B | Residential | NaN | NaN | NaN | 174.699842 | -36.792527 | POINT (1751661.533 5926795.285) | False | 5 flaxdale | 2/5 flaxdale st birkdale | 5071081 | [5 flaxdale, 1/5 flaxdale] | [5 Flaxdale Street, Birkdale, Auckland, 1/5 Fl... | 2.0 |
| 90095 | 40960.0 | Mar 01, 1997 12:00:00 AM | Apr 01, 1997 12:00:00 AM | 2/83 | VERBENA RD | BIRKDALE | Kaipatiki | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 80.0 | 84000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 350700.0 | 2013.0 | Residential - Mixed Housing Suburban Zone | Residential | 18.0 | NSC_541 | Residential 4A | Residential | NaN | NaN | NaN | 174.709855 | -36.798977 | POINT (1752542.147 5926063.736) | False | 83 verbena | 2/83 verbena rd birkdale | 5040139 | [83 verbena] | [83 Verbena Road, Birkdale, Auckland] | 2.0 |
| 91277 | 39756.0 | Jan 01, 1997 12:00:00 AM | Apr 01, 1997 12:00:00 AM | 2/480 | BLOCKHOUSE BAY RD | BLOCKHOUSE BAY | Whau | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 199.0 | 149000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 370300.0 | 2013.0 | Residential - Mixed Housing Urban Zone | Residential | 60.0 | ACC_24 | Residential 6a | Residential | NaN | NaN | NaN | 174.702853 | -36.918306 | POINT (1751681.387 5912835.948) | False | 480 blockhouse | 2/480 blockhouse bay rd blockhouse bay | 5075850 | [480 blockhouse] | [480 Blockhouse Bay Road, Blockhouse Bay, Auck... | 2.0 |
| 91283 | 39750.0 | Jan 01, 1997 12:00:00 AM | Apr 01, 1997 12:00:00 AM | 5/121 | SHELLY BEACH RD | ST MARYS BAY | Waitemata | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 736.0 | 450000.0 | 4.0 | Residential | Detached | NaN | NaN | 1998.0 | 423900.0 | 2013.0 | Residential - Terrace Housing and Apartment Bu... | Residential | 8.0 | ACC_26 | Residential 7a | Residential | NaN | NaN | NaN | 174.741909 | -36.839440 | POINT (1755320.256 5921522.963) | False | 121 shelly | 5/121 shelly beach rd st marys bay | 4769420 | [121d shelly, 121h shelly, 121 shelly, 121g sh... | [121D Shelly Beach Road, Saint Marys Bay, Auck... | 2.0 |
| 91420 | 39613.0 | Jan 01, 1997 12:00:00 AM | Apr 01, 1997 12:00:00 AM | 2/101 | CARLISLE RD | BROWNS BAY | Hibiscus and Bays | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 173.0 | 150000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 164003.0 | 2013.0 | Residential - Mixed Housing Suburban Zone | Residential | 18.0 | NSC_542 | Residential 4B | Residential | NaN | NaN | NaN | 174.735652 | -36.709735 | POINT (1755023.340 5935923.103) | False | 101 carlisle | 2/101 carlisle rd browns bay | 4743382 | [101 carlisle] | [101 Carlisle Road, Torbay, Auckland] | 2.0 |
| 92119 | 38893.0 | Dec 01, 1996 12:00:00 AM | Apr 01, 1997 12:00:00 AM | 2/93 | VERBENA RD | BIRKDALE | Kaipatiki | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 120.0 | 120000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 350700.0 | 2013.0 | Residential - Mixed Housing Suburban Zone | Residential | 18.0 | NSC_541 | Residential 4A | Residential | NaN | NaN | NaN | 174.709899 | -36.798097 | POINT (1752547.845 5926161.259) | False | 93 verbena | 2/93 verbena rd birkdale | 5162846 | [93 verbena] | [93 Verbena Road, Birkdale, Auckland] | 2.0 |
| 92467 | 38522.0 | Nov 01, 1996 12:00:00 AM | Apr 01, 1997 12:00:00 AM | 2/7 | RIMU RD | MANUREWA | Manurewa | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 148.0 | 85000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 753600.0 | 2013.0 | Residential - Mixed Housing Suburban Zone | Residential | 18.0 | MCC_MR | Main Residential | Residential | NaN | NaN | NaN | 174.900404 | -37.033452 | POINT (1769024.967 5899728.008) | False | 7 rimu | 2/7 rimu rd manurewa | 6598938 | [7 rimu] | [7 Rimu Road, Manurewa, Auckland] | 2.0 |
| 92517 | 38472.0 | Nov 01, 1996 12:00:00 AM | Apr 01, 1997 12:00:00 AM | 1/24 | HUTCHINSONS RD | HOWICK | Howick | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 156.0 | 145000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 644800.0 | 2013.0 | Residential - Mixed Housing Urban Zone | Residential | 60.0 | MCC_MR | Main Residential | Residential | NaN | NaN | NaN | 174.910523 | -36.896123 | POINT (1770230.711 5914946.611) | False | 24 hutchinsons | 1/24 hutchinsons rd howick | 6898392 | [24 hutchinsons] | [24 Hutchinsons Road, Bucklands Beach, Auckland] | 2.0 |
| 92556 | 38433.0 | Nov 01, 1996 12:00:00 AM | Apr 01, 1997 12:00:00 AM | 2/23 | SEYMOUR RD | MELLONS BAY | Howick | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 256.0 | 138000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 651201.0 | 2013.0 | Residential - Single House Zone | Residential | 19.0 | MCC_RH7 | Residential Heritage 7 | Residential | NaN | NaN | NaN | 174.933835 | -36.887513 | POINT (1772327.422 5915860.024) | False | 23 seymour | 2/23 seymour rd mellons bay | 5124949 | [23 seymour] | [23 Seymour Road, Mellons Bay, Auckland] | 2.0 |
| 93009 | 37980.0 | Nov 01, 1996 12:00:00 AM | Apr 01, 1997 12:00:00 AM | 1/68 | BAY ST | RED BEACH | Hibiscus and Bays | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 161.0 | 150000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 173117.0 | 2013.0 | Residential - Mixed Housing Urban Zone | Residential | 60.0 | RDC_24 | Residential High Intensi | Residential | NaN | NaN | NaN | 174.704184 | -36.604802 | POINT (1752419.282 5947614.940) | False | 68 bay | 1/68 bay st red beach | 4915131 | [68 bay] | [68 Bay Vista Drive, Red Beach] | 2.0 |
| 93021 | 37968.0 | Nov 01, 1996 12:00:00 AM | Apr 01, 1997 12:00:00 AM | 2/6 | LAURENCE ST | MANLY | Hibiscus and Bays | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 186.0 | 180000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 174501.0 | 2013.0 | Residential - Single House Zone | Residential | 19.0 | RDC_23 | Residential Eastern Peni | Residential | NaN | NaN | NaN | 174.766385 | -36.627685 | POINT (1757936.232 5944975.756) | False | 6 laurence | 2/6 laurence st manly | 4965485 | [29 beach, 2 brown] | [29 Beach Road, Manly, Whangaparaoa, 2 Brown S... | NaN |
| 93022 | 37967.0 | Nov 01, 1996 12:00:00 AM | Apr 01, 1997 12:00:00 AM | 1/6 | LAURENCE ST | MANLY | Hibiscus and Bays | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 174.0 | 180000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 174501.0 | 2013.0 | Residential - Single House Zone | Residential | 19.0 | RDC_23 | Residential Eastern Peni | Residential | NaN | NaN | NaN | 174.763731 | -36.628526 | POINT (1757697.230 5944886.756) | False | 6 laurence | 1/6 laurence st manly | 5078352 | [16b laurence, 16a laurence] | [16B Laurence Street, Manly, Whangaparaoa, 16A... | NaN |
| 93023 | 37966.0 | Nov 01, 1996 12:00:00 AM | Apr 01, 1997 12:00:00 AM | 2/4 | LAURENCE ST | MANLY | Hibiscus and Bays | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 174.0 | 180000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 174501.0 | 2013.0 | Residential - Single House Zone | Residential | 19.0 | RDC_23 | Residential Eastern Peni | Residential | NaN | NaN | NaN | 174.764792 | -36.628233 | POINT (1757792.630 5944917.493) | False | 4 laurence | 2/4 laurence st manly | 5110299 | [4c laurence, 4d laurence] | [4C Laurence Street, Manly, Whangaparaoa, 4D L... | NaN |
| 93024 | 37965.0 | Nov 01, 1996 12:00:00 AM | Apr 01, 1997 12:00:00 AM | 1/4 | LAURENCE ST | MANLY | Hibiscus and Bays | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 174.0 | 180000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 174501.0 | 2013.0 | Residential - Single House Zone | Residential | 19.0 | RDC_23 | Residential Eastern Peni | Residential | NaN | NaN | NaN | 174.764792 | -36.628233 | POINT (1757792.630 5944917.493) | False | 4 laurence | 1/4 laurence st manly | 5110299 | [4c laurence, 4d laurence] | [4C Laurence Street, Manly, Whangaparaoa, 4D L... | NaN |
| 93045 | 37944.0 | Nov 01, 1996 12:00:00 AM | Apr 01, 1997 12:00:00 AM | 2/4 | DAWSON RD | SNELLS BEACH | Rodney | Resited Houses | 3303.0 | 99.0 | 43000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 139505.0 | 2013.0 | Residential - Single House Zone | Residential | 19.0 | RDC_27 | Residential Medium Inten | Residential | NaN | NaN | NaN | 174.727846 | -36.426596 | POINT (1754890.662 5967347.063) | False | 4 dawson | 2/4 dawson rd snells beach | 4811246 | [4a dawson, 4b dawson] | [4A Dawson Road, Snells Beach, 4B Dawson Road,... | NaN |
| 93400 | 37570.0 | Oct 01, 1996 12:00:00 AM | Apr 01, 1997 12:00:00 AM | 2/1460 | DOMINION RD | MT ROSKILL | Puketapapa | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 208.0 | 140000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 583600.0 | 2013.0 | Residential - Mixed Housing Urban Zone | Residential | 60.0 | ACC_25 | Residential 6b | Residential | NaN | NaN | NaN | 174.737648 | -36.918615 | POINT (1754780.361 5912745.835) | False | 1460 dominion | 2/1460 dominion rd mt roskill | 7983219 | [1460 dominion] | [1460 Dominion Road, Mount Roskill, Auckland] | 2.0 |
| 93641 | 37329.0 | Oct 01, 1996 12:00:00 AM | Apr 01, 1997 12:00:00 AM | 1/61 | NEWHAVEN TERRACE | MAIRANGI BAY | Hibiscus and Bays | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 220.0 | 165000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 153000.0 | 2013.0 | Residential - Mixed Housing Suburban Zone | Residential | 18.0 | NSC_542 | Residential 4B | Residential | NaN | NaN | NaN | 174.745348 | -36.735283 | POINT (1755837.801 5933072.961) | False | 61 newhaven | 1/61 newhaven terrace mairangi bay | 4961271 | [61 newhaven, 61b newhaven, 40 matipo, 38 matipo] | [61 Newhaven Terrace, Mairangi Bay, Auckland, ... | 2.0 |
| 93642 | 37328.0 | Oct 01, 1996 12:00:00 AM | Apr 01, 1997 12:00:00 AM | 2/34 | KITEROA TERRACE | ROTHESAY BAY | Hibiscus and Bays | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 164.0 | 165000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 157201.0 | 2013.0 | Residential - Mixed Housing Suburban Zone | Residential | 18.0 | NSC_522 | Residential 2B | Residential | NaN | NaN | NaN | 174.743912 | -36.724700 | POINT (1755731.004 5934249.404) | False | 34 kiteroa | 2/34 kiteroa terrace rothesay bay | 6584428 | [34 kiteroa] | [34 Kiteroa Terrace, Rothesay Bay, Auckland] | 2.0 |
| 93675 | 37295.0 | Oct 01, 1996 12:00:00 AM | Apr 01, 1997 12:00:00 AM | 2/14 | WINDSOR PL | MAIRANGI BAY | Upper Harbour | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 224.0 | 167500.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 180840.0 | 2013.0 | Residential - Mixed Housing Suburban Zone | Residential | 18.0 | NSC_541 | Residential 4A | Residential | NaN | NaN | NaN | 174.738827 | -36.739309 | POINT (1755247.385 5932636.860) | False | 14 windsor | 2/14 windsor pl mairangi bay | 6803549 | [14b windsor] | [14B Windsor Place, Windsor Park, Auckland] | NaN |
| 94009 | 36948.0 | Sep 01, 1996 12:00:00 AM | Apr 01, 1997 12:00:00 AM | 2/8 | MINERVA TERRACE | HOWICK | Howick | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 319.0 | 140000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 653601.0 | 2013.0 | Residential - Single House Zone | Residential | 19.0 | MCC_RH7 | Residential Heritage 7 | Residential | NaN | NaN | NaN | 174.934916 | -36.902808 | POINT (1772389.346 5914161.164) | False | 8 minerva | 2/8 minerva terrace howick | 6741384 | [8 minerva] | [8 Minerva Terrace, Cockle Bay, Auckland] | 2.0 |
| 94020 | 36937.0 | Sep 01, 1996 12:00:00 AM | Apr 01, 1997 12:00:00 AM | 2/49b | REDOUBT RD | MANUKAU CENTRAL | Manurewa | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 174.0 | 114000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 759901.0 | 2013.0 | Residential - Mixed Housing Suburban Zone | Residential | 18.0 | MCC_MR | Main Residential | Residential | NaN | NaN | NaN | 174.893845 | -36.991457 | POINT (1768534.252 5904399.086) | False | 49b redoubt | 2/49b redoubt rd manukau central | 4876905 | [49c redoubt, 1/49b redoubt, 49b redoubt] | [49C Redoubt Road, Goodwood Heights, Auckland,... | 2.0 |
| 94291 | 36666.0 | Sep 01, 1996 12:00:00 AM | Apr 01, 1997 12:00:00 AM | 2/77 | OCEAN VIEW RD | NORTHCOTE | Kaipatiki | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 241.0 | 200000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 363100.0 | 2013.0 | Residential - Mixed Housing Suburban Zone | Residential | 18.0 | NSC_541 | Residential 4A | Residential | NaN | NaN | NaN | 174.739391 | -36.798171 | POINT (1755179.075 5926105.605) | False | 77 ocean | 2/77 ocean view rd northcote | 5044825 | [77 ocean] | [77 Ocean View Road, Hillcrest, Auckland] | 2.0 |
| 94308 | 36649.0 | Sep 01, 1996 12:00:00 AM | Apr 01, 1997 12:00:00 AM | 2/3 | GLAMORGAN DR | TORBAY | Hibiscus and Bays | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 187.0 | 160000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 168500.0 | 2013.0 | Residential - Single House Zone | Residential | 19.0 | NSC_542 | Residential 4B | Residential | NaN | NaN | NaN | 174.748903 | -36.699815 | POINT (1756227.096 5937002.043) | False | 3 glamorgan | 2/3 glamorgan dr torbay | 4840466 | [3 glamorgan] | [3 Glamorgan Drive, Torbay, Auckland] | 2.0 |
| 94314 | 36643.0 | Sep 01, 1996 12:00:00 AM | Apr 01, 1997 12:00:00 AM | 2/16 | HONEYSUCKLE LANE | MAIRANGI BAY | Hibiscus and Bays | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 267.0 | 200000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 153000.0 | 2013.0 | Residential - Mixed Housing Suburban Zone | Residential | 18.0 | NSC_542 | Residential 4B | Residential | NaN | NaN | NaN | 174.743134 | -36.735937 | POINT (1755638.753 5933003.991) | False | 16 honeysuckle | 2/16 honeysuckle lane mairangi bay | 4981403 | [16 honeysuckle] | [16 Honeysuckle Lane, Mairangi Bay, Auckland] | 2.0 |
| 94540 | 36404.0 | Aug 01, 1996 12:00:00 AM | Apr 01, 1997 12:00:00 AM | 3/260 | GREAT SOUTH RD | DRURY | Papakura | New Service Stations | 1483.0 | 115.0 | 67500.0 | 1.0 | Business | NaN | Group 2 | Retail | 1998.0 | 809005.0 | 2013.0 | Business - Mixed Use Zone | Business | 12.0 | PDC_11 | Industrial 1 | Business | Industrial | NaN | NaN | 174.951100 | -37.105113 | POINT (1773371.159 5891685.826) | False | 260 great | 3/260 great south rd drury | 4845065 | [1/260 great, 250 great, 2/260 great] | [1/260 Great South Road, Drury, 250 Great Sout... | NaN |
| 94553 | 36391.0 | Aug 01, 1996 12:00:00 AM | Apr 01, 1997 12:00:00 AM | 1/30 | MAJESTY PL | HALF MOON BAY | Howick | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 239.0 | 215000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 679809.0 | 2013.0 | Residential - Mixed Housing Suburban Zone | Residential | 18.0 | MCC_MR | Main Residential | Residential | NaN | NaN | NaN | 174.898931 | -36.892014 | POINT (1769206.733 5915423.159) | False | 30 majesty | 1/30 majesty pl half moon bay | 5007715 | [30 majesty] | [30 Majesty Place, Half Moon Bay, Auckland] | 2.0 |
| 94597 | 36347.0 | Aug 01, 1996 12:00:00 AM | Apr 01, 1997 12:00:00 AM | 2/23 | MACLEANS RD | BUCKLANDS BEACH | Howick | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 228.0 | 180000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 677502.0 | 2013.0 | Residential - Mixed Housing Suburban Zone | Residential | 18.0 | MCC_MR | Main Residential | Residential | NaN | NaN | NaN | 174.913280 | -36.881454 | POINT (1770508.972 5916569.210) | False | 23 macleans | 2/23 macleans rd bucklands beach | 5038680 | [23 macleans] | [23 MacLeans Road, Bucklands Beach, Auckland] | 2.0 |
| 94869 | 36075.0 | Aug 01, 1996 12:00:00 AM | Apr 01, 1997 12:00:00 AM | 2/64 | AWAROA RD | SUNNYVALE | Henderson - Massey | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 141.0 | 100000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 277301.0 | 2013.0 | Residential - Mixed Housing Urban Zone | Residential | 60.0 | WCC_7 | Living | Residential | NaN | NaN | NaN | 174.640434 | -36.895405 | POINT (1746164.631 5915474.157) | False | 64 awaroa | 2/64 awaroa rd sunnyvale | 7613384 | [64a awaroa] | [64A Awaroa Road, Sunnyvale, Auckland] | NaN |
| 95001 | 35943.0 | Aug 01, 1996 12:00:00 AM | Apr 01, 1997 12:00:00 AM | 1/18 | JACANAS PL | UNSWORTH HEIGHTS | Upper Harbour | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 213.0 | 148000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 180846.0 | 2013.0 | Residential - Mixed Housing Urban Zone | Residential | 60.0 | NSC_55 | Residential 5 | Residential | NaN | NaN | NaN | 174.718935 | -36.763158 | POINT (1753423.726 5930023.139) | False | 18 jacanas | 1/18 jacanas pl unsworth heights | 4986728 | [18 jacanas] | [18 Jacanas Place, Unsworth Heights, Auckland] | 2.0 |
| 95028 | 35916.0 | Aug 01, 1996 12:00:00 AM | Apr 01, 1997 12:00:00 AM | 1/9 | WIRIANA PL | STANMORE BAY | Hibiscus and Bays | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 159.0 | 108848.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 173417.0 | 2013.0 | Residential - Single House Zone | Residential | 19.0 | RDC_27 | Residential Medium Inten | Residential | NaN | NaN | NaN | 174.731170 | -36.627195 | POINT (1754788.317 5945087.385) | False | 9 wiriana | 1/9 wiriana pl stanmore bay | 4722438 | [9 wiriana] | [9 Wiriana Place, Stanmore Bay, Whangaparaoa] | 2.0 |
| 95174 | 35759.0 | Jul 01, 1996 12:00:00 AM | Apr 01, 1997 12:00:00 AM | 2/102a | BEACH RD | PAPAKURA | Papakura | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 119.0 | 75000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 804801.0 | 2013.0 | Residential - Mixed Housing Suburban Zone | Residential | 18.0 | PDC_32 | Residential 1 | Residential | NaN | NaN | NaN | 174.933272 | -37.074579 | POINT (1771855.775 5895106.032) | False | 102a beach | 2/102a beach rd papakura | 5180723 | [2/104 beach, 1/104 beach, 104 beach] | [2/104 Beach Road, Pahurehure, Papakura, 1/104... | NaN |
| 95701 | 35232.0 | Jul 01, 1996 12:00:00 AM | Apr 01, 1997 12:00:00 AM | 2/19 | RALEIGH RD | NORTHCOTE | Kaipatiki | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 104.0 | 72000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 362501.0 | 2013.0 | Residential - Terrace Housing and Apartment Bu... | Residential | 8.0 | NSC_5611 | Residential 6A1 | Residential | NaN | Northcote Strategic Area | Northcote Strategic Area | 174.742201 | -36.801945 | POINT (1755422.117 5925682.355) | False | 19 raleigh | 2/19 raleigh rd northcote | 4858287 | [19 raleigh] | [19 Raleigh Road, Northcote, Auckland] | 2.0 |
| 96227 | 34687.0 | Jun 01, 1996 12:00:00 AM | Apr 01, 1997 12:00:00 AM | 2/205 | WAIMUMU RD | MASSEY | Henderson - Massey | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 216.0 | 190000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 227301.0 | 2013.0 | Residential - Mixed Housing Urban Zone | Residential | 60.0 | WCC_7 | Living | Residential | NaN | NaN | NaN | 174.608508 | -36.844214 | POINT (1743415.499 5921201.981) | False | 205 waimumu | 2/205 waimumu rd massey | 4826251 | [205 waimumu] | [205 Waimumu Road, Massey, Auckland] | 2.0 |
| 96388 | 34526.0 | Jun 01, 1996 12:00:00 AM | Apr 01, 1997 12:00:00 AM | 2/32 | VERBENA RD | BIRKDALE | Kaipatiki | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 107.0 | 100000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 350502.0 | 2013.0 | Residential - Single House Zone | Residential | 19.0 | NSC_522 | Residential 2B | Residential | NaN | NaN | NaN | 174.707333 | -36.803059 | POINT (1752309.054 5925614.905) | False | 32 verbena | 2/32 verbena rd birkdale | 5112556 | [32 verbena] | [32 Verbena Road, Birkdale, Auckland] | 2.0 |
| 97489 | 33388.0 | Apr 01, 1996 12:00:00 AM | Apr 01, 1997 12:00:00 AM | 2/46 | HILLSIDE RD | PAPATOETOE | Otara - Papatoetoe | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 122.0 | 120000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 658201.0 | 2013.0 | Residential - Mixed Housing Suburban Zone | Residential | 18.0 | MCC_MR | Main Residential | Residential | NaN | NaN | NaN | 174.845029 | -36.984620 | POINT (1764204.358 5905242.926) | False | 46 hillside | 2/46 hillside rd papatoetoe | 7506223 | [46a hillside, 46b hillside, 46 hillside] | [46A Hillside Road, Papatoetoe, Auckland, 46B ... | 2.0 |
| 97525 | 33352.0 | Apr 01, 1996 12:00:00 AM | Apr 01, 1997 12:00:00 AM | 2/36 | HOWE ST | HOWICK | Howick | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 214.0 | 130000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 647300.0 | 2013.0 | Residential - Mixed Housing Urban Zone | Residential | 60.0 | MCC_MR | Main Residential | Residential | NaN | NaN | NaN | 174.926428 | -36.895283 | POINT (1771649.842 5915011.305) | False | 36 howe | 2/36 howe st howick | 4725956 | [36 howe] | [36 Howe Street, Howick, Auckland] | 2.0 |
| 97818 | 33058.0 | Apr 01, 1996 12:00:00 AM | Apr 01, 1997 12:00:00 AM | 1/9 | HOLLAND RD | HILLCREST | Kaipatiki | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 166.0 | 123000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 204000.0 | 2013.0 | Residential - Mixed Housing Suburban Zone | Residential | 18.0 | NSC_541 | Residential 4A | Residential | NaN | NaN | NaN | 174.741717 | -36.788081 | POINT (1755407.012 5927221.305) | False | 9 holland | 1/9 holland rd hillcrest | 4988360 | [9a holland] | [9A Holland Road, Hillcrest, Auckland] | NaN |
| 97847 | 33029.0 | Apr 01, 1996 12:00:00 AM | Apr 01, 1997 12:00:00 AM | 1/101 | CARLISLE RD | BROWNS BAY | Hibiscus and Bays | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 164.0 | 150000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 164003.0 | 2013.0 | Residential - Mixed Housing Suburban Zone | Residential | 18.0 | NSC_542 | Residential 4B | Residential | NaN | NaN | NaN | 174.735652 | -36.709735 | POINT (1755023.340 5935923.103) | False | 101 carlisle | 1/101 carlisle rd browns bay | 4743382 | [101 carlisle] | [101 Carlisle Road, Torbay, Auckland] | 2.0 |
| 97851 | 33025.0 | Apr 01, 1996 12:00:00 AM | Apr 01, 1997 12:00:00 AM | 2/24 | MAYFAIR CRES | MAIRANGI BAY | Hibiscus and Bays | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 210.0 | 195000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 150400.0 | 2013.0 | Residential - Mixed Housing Suburban Zone | Residential | 18.0 | NSC_542 | Residential 4B | Residential | NaN | NaN | NaN | 174.748047 | -36.743594 | POINT (1756061.950 5932146.511) | False | 24 mayfair | 2/24 mayfair cres mairangi bay | 4704408 | [24 mayfair] | [24 Mayfair Crescent, Mairangi Bay, Auckland] | 2.0 |
| 97857 | 33019.0 | Apr 01, 1996 12:00:00 AM | Apr 01, 1997 12:00:00 AM | 2/53 | BERESFORD ST | BAYSWATER | Devonport - Takapuna | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 380.0 | 290000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 315400.0 | 2013.0 | Residential - Single House Zone | Residential | 19.0 | NSC_522 | Residential 2B | Residential | NaN | NaN | NaN | 174.774159 | -36.813507 | POINT (1758249.593 5924347.157) | False | 53 beresford | 2/53 beresford st bayswater | 4906057 | [53 beresford] | [53 Beresford Street, Bayswater, Auckland] | 2.0 |
| 98766 | 32087.0 | Mar 01, 1996 12:00:00 AM | Apr 01, 1996 12:00:00 AM | 2/1 | BAY VISTA DR | RED BEACH | Hibiscus and Bays | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 154.0 | 135000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 173118.0 | 2013.0 | Residential - Mixed Housing Urban Zone | Residential | 60.0 | RDC_24 | Residential High Intensi | Residential | NaN | NaN | NaN | 174.701290 | -36.605156 | POINT (1752159.748 5947580.224) | False | 1 bay | 2/1 bay vista dr red beach | 6581608 | [3/40 red, 1 bay] | [3/40 Red Beach Road, Red Beach, 1 Bay Street,... | 2.0 |
| 99254 | 31591.0 | Feb 01, 1996 12:00:00 AM | Apr 01, 1996 12:00:00 AM | 3&4/19 | GARDNER AVE | NEW LYNN | Whau | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 134.0 | 95000.0 | 2.0 | Residential | Detached | NaN | NaN | 1998.0 | 263700.0 | 2013.0 | Residential - Mixed Housing Urban Zone | Residential | 60.0 | WCC_9 | Living 2 | Residential | NaN | New Lynn Strategic Area | New Lynn - Strategic Area | 174.674227 | -36.913319 | POINT (1749141.012 5913434.451) | False | 19 gardner | 3&4/19 gardner ave new lynn | 6790882 | [3 gardner] | [3 Gardner Avenue, New Lynn, Auckland] | NaN |
| 99389 | 31456.0 | Feb 01, 1996 12:00:00 AM | Apr 01, 1996 12:00:00 AM | 2/6 | KOROTAHA TERRACE | ROTHESAY BAY | Hibiscus and Bays | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 288.0 | 180000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 158100.0 | 2013.0 | Residential - Mixed Housing Suburban Zone | Residential | 18.0 | NSC_542 | Residential 4B | Residential | NaN | NaN | NaN | 174.747725 | -36.722471 | POINT (1756076.038 5934490.505) | False | 6 korotaha | 2/6 korotaha terrace rothesay bay | 5045309 | [6 korotaha] | [6 Korotaha Terrace, Rothesay Bay, Auckland] | 2.0 |
| 99851 | 30985.0 | Jan 01, 1996 12:00:00 AM | Apr 01, 1996 12:00:00 AM | 2/135 | WAIPUNA RD | MT WELLINGTON | Maungakiekie - Tamaki | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 125.0 | 130000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 638904.0 | 2013.0 | Residential - Terrace Housing and Apartment Bu... | Residential | 8.0 | ACC_24 | Residential 6a | Residential | NaN | NaN | NaN | 174.848709 | -36.909953 | POINT (1764692.681 5913520.791) | False | 135 waipuna | 2/135 waipuna rd mt wellington | 5093344 | [135 waipuna] | [135 Waipuna Road East, Mount Wellington, Auck... | 2.0 |
| 100639 | 30181.0 | Dec 01, 1995 12:00:00 AM | Apr 01, 1996 12:00:00 AM | 7/8 | TARGET COURT | WAIRAU VALLEY | Kaipatiki | New Office/Warehouse | 1702.0 | 4951.0 | 2000000.0 | 1.0 | Business | NaN | Group 2 | Offices | 1998.0 | 182500.0 | 2013.0 | Residential - Terrace Housing and Apartment Bu... | Residential | 8.0 | NSC_561 | Residential 6A | Residential | NaN | NaN | NaN | 174.734427 | -36.764380 | POINT (1754804.119 5929862.522) | False | 8 target | 7/8 target court wairau valley | 4758205 | [8 target] | [8 Target Road, Totara Vale, Auckland] | 2.0 |
| 101234 | 29569.0 | Nov 01, 1995 12:00:00 AM | Apr 01, 1996 12:00:00 AM | 1/13 | NORTH PIHA RD | PIHA | Waitakere Ranges | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 60.0 | 100000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 281905.0 | 2013.0 | Residential - Rural and Coastal Settlement Zone | Residential | 20.0 | WCC_2 | Coastal Village | Residential | NaN | NaN | NaN | 174.469349 | -36.950782 | POINT (1730825.127 5909578.988) | False | 13 north | 1/13 north piha rd piha | 5142556 | [9-11 north, 13 north] | [9-11 North Piha Road, Piha, 13 North Piha Roa... | 2.0 |
| 104908 | 25817.0 | May 01, 1995 12:00:00 AM | Apr 01, 1996 12:00:00 AM | 9/11 | TURANGA RD | HENDERSON VALLEY | Waitakere Ranges | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 180.0 | 158000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 281800.0 | 2013.0 | Rural - Waitakere Ranges Zone | Rural | 69.0 | WCC_1 | Bush Living | Rural | NaN | NaN | NaN | 174.547324 | -36.907520 | POINT (1737846.085 5914268.718) | False | 11 turanga | 9/11 turanga rd henderson valley | 5084244 | [11 turanga] | [11 Turanga Road, Henderson Valley, Auckland] | 2.0 |
| 106738 | 23930.0 | Feb 01, 1995 12:00:00 AM | Apr 01, 1995 12:00:00 AM | 4/13 | TE PAI PL | LINCOLN NORTH | Henderson - Massey | New Factories | 1481.0 | 3966.0 | 5000000.0 | 1.0 | Business | NaN | Group 1 | Factories/Warehouses | 1998.0 | 230601.0 | 2013.0 | Open Space - Sport and Active Recreation Zone | Public Open Space | 33.0 | WCC_14 | Open Space | Other | NaN | NaN | NaN | 174.631156 | -36.861231 | POINT (1745402.760 5919279.720) | False | 13 te | 4/13 te pai pl lincoln north | 5092677 | [31-35 te] | [31-35 Te Pai Place, Henderson, Auckland] | NaN |
| 107036 | 23620.0 | Jan 01, 1995 12:00:00 AM | Apr 01, 1995 12:00:00 AM | 7/11 | RON DRIVER PL | EAST TAMAKI | Howick | New Other - eg wild deer depot | 1479.0 | 3572.0 | 900000.0 | 1.0 | Other | NaN | NaN | NaN | 1998.0 | 711703.0 | 2013.0 | Business - Light Industry Zone | Business | 17.0 | MCC_B5 | Business 5 | Business | Commercial | NaN | NaN | 174.898664 | -36.931302 | POINT (1769096.190 5911064.667) | False | 11 ron | 7/11 ron driver pl east tamaki | 4851569 | [11 ron] | [11 Ron Driver Place, East Tāmaki, Auckland] | 2.0 |
| 107172 | 23484.0 | Jan 01, 1995 12:00:00 AM | Apr 01, 1995 12:00:00 AM | 2/40 | RAWHITIROA RD | KOHIMARAMA | Orakei | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 315.0 | 300000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 505200.0 | 2013.0 | Residential - Mixed Housing Suburban Zone | Residential | 18.0 | ACC_24 | Residential 6a | Residential | NaN | NaN | NaN | 174.840594 | -36.853448 | POINT (1764090.611 5919803.810) | False | 40 rawhitiroa | 2/40 rawhitiroa rd kohimarama | 6740576 | [40 rawhitiroa] | [40 Rawhitiroa Road, Kohimarama, Auckland] | 2.0 |
| 107728 | 22915.0 | Dec 01, 1994 12:00:00 AM | Apr 01, 1995 12:00:00 AM | 2/61 | DUNDALE AVE | BLOCKHOUSE BAY | Whau | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 120.0 | 110000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 373500.0 | 2013.0 | Residential - Mixed Housing Suburban Zone | Residential | 18.0 | ACC_18 | Residential 5 | Residential | NaN | NaN | NaN | 174.713848 | -36.913663 | POINT (1752670.087 5913333.531) | False | 61 dundale | 2/61 dundale ave blockhouse bay | 5186873 | [63 dundale, 61 dundale] | [63 Dundale Avenue, Blockhouse Bay, Auckland, ... | 2.0 |
| 107912 | 22731.0 | Dec 01, 1994 12:00:00 AM | Apr 01, 1995 12:00:00 AM | 1/5 | TITOKI PL | ALBANY | Upper Harbour | New Shops | 1451.0 | 3687.0 | 1000000.0 | 1.0 | Business | NaN | Group 2 | Retail | 1998.0 | 180811.0 | 2013.0 | Business - Light Industry Zone | Business | 17.0 | NSC_109 | Business 9 | Business | Industrial | NaN | NaN | 174.714961 | -36.735801 | POINT (1753123.357 5933064.514) | False | 5 titoki | 1/5 titoki pl albany | 7263089 | [5 titoki] | [5 Titoki Place, Albany, Auckland] | 2.0 |
| 108131 | 22488.0 | Nov 01, 1994 12:00:00 AM | Apr 01, 1995 12:00:00 AM | 1/18 | GAYLANDS PL | PAPAKURA | Papakura | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 175.0 | 114000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 803301.0 | 2013.0 | Residential - Mixed Housing Suburban Zone | Residential | 18.0 | PDC_32 | Residential 1 | Residential | NaN | NaN | NaN | 174.946941 | -37.077142 | POINT (1773065.209 5894796.861) | False | 18 gaylands | 1/18 gaylands pl papakura | 4791215 | [18 gaylands] | [18 Gaylands Place, Ōpaheke, Papakura] | 2.0 |
| 108588 | 22031.0 | Nov 01, 1994 12:00:00 AM | Apr 01, 1995 12:00:00 AM | 2/2 | UTTING ST | BIRKDALE | Kaipatiki | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 113.0 | 65000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 349100.0 | 2013.0 | Residential - Mixed Housing Suburban Zone | Residential | 18.0 | NSC_542 | Residential 4B | Residential | NaN | NaN | NaN | 174.701513 | -36.797293 | POINT (1751801.217 5926263.853) | False | 2 utting | 2/2 utting st birkdale | 5109112 | [2 utting] | [2 Utting Street, Birkdale, Auckland] | 2.0 |
| 108670 | 21949.0 | Nov 01, 1994 12:00:00 AM | Apr 01, 1995 12:00:00 AM | 1/843 | BEACH RD | BROWNS BAY | Hibiscus and Bays | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 176.0 | 160000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 162100.0 | 2013.0 | Residential - Mixed Housing Suburban Zone | Residential | 18.0 | NSC_542 | Residential 4B | Residential | NaN | NaN | NaN | 174.746391 | -36.710475 | POINT (1755981.130 5935823.482) | False | 843 beach | 1/843 beach rd browns bay | 7011749 | [843 beach] | [843 Beach Road, Browns Bay, Auckland] | 2.0 |
| 108684 | 21935.0 | Nov 01, 1994 12:00:00 AM | Apr 01, 1995 12:00:00 AM | 2/57 | ROCK ISLE RD | TORBAY | Hibiscus and Bays | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 253.0 | 150000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 170500.0 | 2013.0 | Residential - Mixed Housing Suburban Zone | Residential | 18.0 | NSC_542 | Residential 4B | Residential | NaN | NaN | NaN | 174.754136 | -36.701285 | POINT (1756691.619 5936830.423) | False | 57 rock | 2/57 rock isle rd torbay | 7927067 | [57 rock] | [57 Rock Isle Road, Torbay, Auckland] | 2.0 |
| 109249 | 21359.0 | Oct 01, 1994 12:00:00 AM | Apr 01, 1995 12:00:00 AM | 5/7 | NORTH CANDIA RD | SWANSON | Henderson - Massey | New Other - eg wild deer depot | 1479.0 | 600.0 | 89000.0 | 1.0 | Other | NaN | NaN | NaN | 1998.0 | 238200.0 | 2013.0 | Business - Light Industry Zone | Business | 17.0 | WCC_19 | Working | Business | Industrial | NaN | NaN | 174.591030 | -36.864291 | POINT (1741819.900 5919000.578) | False | 7 north | 5/7 north candia rd swanson | 7099929 | [600 swanson, 596 swanson] | [600 Swanson Road, Swanson, Auckland, 596 Swan... | NaN |
| 109288 | 21320.0 | Oct 01, 1994 12:00:00 AM | Apr 01, 1995 12:00:00 AM | 2/4 | SPINNAKER DR | TE ATATU NORTH | Henderson - Massey | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 408.0 | 600000.0 | 2.0 | Residential | Detached | NaN | NaN | 1998.0 | 248800.0 | 2013.0 | Residential - Terrace Housing and Apartment Bu... | Residential | 8.0 | WCC_8 | Living 1 | Residential | NaN | NaN | NaN | 174.655037 | -36.839364 | POINT (1747573.687 5921669.164) | False | 4 spinnaker | 2/4 spinnaker dr te atatu north | 4852416 | [4 spinnaker] | [4 Spinnaker Drive, Te Atatū Peninsula, Auckland] | 2.0 |
| 111802 | 18772.0 | Jun 01, 1994 12:00:00 AM | Apr 01, 1995 12:00:00 AM | 2/6 | VESTEY DR | MT WELLINGTON | Maungakiekie - Tamaki | New Offices | 1461.0 | 2450.0 | 1500000.0 | 1.0 | Business | NaN | Group 2 | Offices | 1998.0 | 635901.0 | 2013.0 | Residential - Mixed Housing Suburban Zone | Residential | 18.0 | ACC_18 | Residential 5 | Residential | NaN | Otahuhu Coast Strategic Area | Otahuhu Coast - Strategic Area | 174.850793 | -36.930617 | POINT (1764833.807 5911224.581) | False | 6 vestey | 2/6 vestey dr mt wellington | 4746805 | [28 mataroa] | [28 Mataroa Road, Mount Wellington, Auckland] | NaN |
| 112013 | 18561.0 | Jun 01, 1994 12:00:00 AM | Apr 01, 1995 12:00:00 AM | 2/90 | BRAEMAR RD | CASTOR BAY | Devonport - Takapuna | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 214.0 | 160000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 313900.0 | 2013.0 | Residential - Mixed Housing Suburban Zone | Residential | 18.0 | NSC_522 | Residential 2B | Residential | NaN | NaN | NaN | 174.762418 | -36.756568 | POINT (1757318.597 5930683.659) | False | 90 braemar | 2/90 braemar rd castor bay | 6756871 | [90 braemar, 90b braemar] | [90 Braemar Road, Castor Bay, Auckland, 90B Br... | 2.0 |
| 112427 | 18130.0 | May 01, 1994 12:00:00 AM | Apr 01, 1995 12:00:00 AM | 6/10 | EMMA COURT | HOWICK | Howick | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 545.0 | 300000.0 | 3.0 | Residential | Detached | NaN | NaN | 1998.0 | 680200.0 | 2013.0 | Residential - Mixed Housing Suburban Zone | Residential | 18.0 | MCC_MR | Main Residential | Residential | NaN | NaN | NaN | 174.913786 | -36.884977 | POINT (1770546.286 5916177.451) | False | 10 emma | 6/10 emma court howick | 5153562 | [18 priestley] | [18 Priestley Drive, Bucklands Beach, Auckland] | NaN |
| 113839 | 16692.0 | Mar 01, 1994 12:00:00 AM | Apr 01, 1994 12:00:00 AM | 2/97 | NILE RD | MILFORD | Devonport - Takapuna | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 197.0 | 150000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 306000.0 | 2013.0 | Residential - Mixed Housing Suburban Zone | Residential | 18.0 | NSC_541 | Residential 4A | Residential | NaN | NaN | NaN | 174.753846 | -36.772356 | POINT (1756521.309 5928946.040) | False | 97 nile | 2/97 nile rd milford | 4843063 | [97 nile] | [97 Nile Road, Milford, Auckland] | 2.0 |
| 113927 | 16604.0 | Mar 01, 1994 12:00:00 AM | Apr 01, 1994 12:00:00 AM | 7/9 | WINDFALL GROVE | GREENHITHE | Upper Harbour | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 252.0 | 180000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 181622.0 | 2013.0 | Residential - Single House Zone | Residential | 19.0 | NSC_51 | Residential 1 | Residential | NaN | NaN | NaN | 174.665788 | -36.774249 | POINT (1748658.266 5928876.485) | False | 9 windfall | 7/9 windfall grove greenhithe | 5079924 | [9 windfall] | [9 Windfall Grove, Greenhithe, Auckland] | 2.0 |
| 114410 | 16109.0 | Feb 01, 1994 12:00:00 AM | Apr 01, 1994 12:00:00 AM | 4/6 | CLEMWAY PL | LINCOLN | Henderson - Massey | New Factories | 1481.0 | 971.0 | 340000.0 | 1.0 | Business | NaN | Group 1 | Factories/Warehouses | 1998.0 | 230302.0 | 2013.0 | Business - Light Industry Zone | Business | 17.0 | WCC_20 | Working (Lincoln) | Business | Industrial | NaN | NaN | 174.636500 | -36.853784 | POINT (1745893.307 5920097.827) | False | 6 clemway | 4/6 clemway pl lincoln | 4897591 | [6 clemway] | [6 Clemway Place, Henderson, Auckland] | 2.0 |
| 115804 | 14679.0 | Nov 01, 1993 12:00:00 AM | Apr 01, 1994 12:00:00 AM | 5/7 | PONSONBY RD | FREEMANS BAY | Waitemata | New Public Toilets | 1503.0 | 10.0 | 65000.0 | 1.0 | Other | NaN | NaN | NaN | 1998.0 | 413500.0 | 2013.0 | Open Space - Informal Recreation Zone | Public Open Space | 32.0 | ACC_12 | Open Space 2 | Other | NaN | NaN | NaN | 174.750386 | -36.857595 | POINT (1756039.330 5919494.983) | False | 7 ponsonby | 5/7 ponsonby rd freemans bay | 4778777 | [7 ponsonby] | [7 Ponsonby Terrace, Ponsonby, Auckland] | 2.0 |
| 116738 | 13719.0 | Sep 01, 1993 12:00:00 AM | Apr 01, 1994 12:00:00 AM | 2/93 | GRANGE RD | MT EDEN | Albert - Eden | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 133.0 | 100000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 550100.0 | 2013.0 | Residential - Mixed Housing Suburban Zone | Residential | 18.0 | ACC_18 | Residential 5 | Residential | NaN | NaN | NaN | 174.758667 | -36.881960 | POINT (1756727.792 5916778.202) | False | 93 grange | 2/93 grange rd mt eden | 6950361 | [93 grange] | [93 Grange Road, Mount Eden, Auckland] | 2.0 |
| 117318 | 13136.0 | Aug 01, 1993 12:00:00 AM | Apr 01, 1994 12:00:00 AM | 2/1 | HAVERSTOCK RD | SANDRINGHAM | Albert - Eden | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 106.0 | 79500.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 541600.0 | 2013.0 | Business - Local Centre Zone | Business | 7.0 | ACC_2 | Business 2 | Business | Commercial | NaN | NaN | 174.736049 | -36.892955 | POINT (1754689.758 5915595.229) | False | 1 haverstock | 2/1 haverstock rd sandringham | 4942023 | [1 haverstock, 1b haverstock] | [1 Haverstock Road, Sandringham, Auckland, 1B ... | 2.0 |
| 118787 | 11625.0 | May 01, 1993 12:00:00 AM | Apr 01, 1994 12:00:00 AM | 2/2B | ROLAND HILL | GLEN EDEN | Whau | New Flats | 1200.0 | 234.0 | 160000.0 | 1.0 | Residential | Attached | NaN | NaN | 1998.0 | 287300.0 | 2013.0 | Residential - Mixed Housing Urban Zone | Residential | 60.0 | WCC_9 | Living 2 | Residential | NaN | NaN | NaN | 174.658188 | -36.916912 | POINT (1747705.232 5913060.770) | False | 2b roland | 2/2b roland hill glen eden | 5116613 | [2b roland] | [2B Roland Hill, Glen Eden, Auckland] | 2.0 |
| 118789 | 11623.0 | May 01, 1993 12:00:00 AM | Apr 01, 1994 12:00:00 AM | 1/13 | BALLINI RISE | WEST HARBOUR | Upper Harbour | New Flats | 1200.0 | 346.0 | 196000.0 | 2.0 | Residential | Attached | NaN | NaN | 1998.0 | 224125.0 | 2013.0 | Residential - Mixed Housing Suburban Zone | Residential | 18.0 | WCC_7 | Living | Residential | NaN | NaN | NaN | 174.635877 | -36.819168 | POINT (1745903.537 5923939.212) | False | 13 ballini | 1/13 ballini rise west harbour | 4740162 | [13 ballini] | [13 Ballini Rise, West Harbour, Auckland] | 2.0 |
| 118836 | 11576.0 | May 01, 1993 12:00:00 AM | Apr 01, 1994 12:00:00 AM | 2/3 | WILSON RD | GLEN EDEN | Waitakere Ranges | New Flats | 1200.0 | 168.0 | 94950.0 | 1.0 | Residential | Attached | NaN | NaN | 1998.0 | 286500.0 | 2013.0 | Residential - Terrace Housing and Apartment Bu... | Residential | 8.0 | WCC_9 | Living 2 | Residential | NaN | NaN | NaN | 174.653028 | -36.912568 | POINT (1747253.863 5913550.674) | False | 3 wilson | 2/3 wilson rd glen eden | 5096930 | [3 wilson] | [3 Wilson Road, Glen Eden, Auckland] | 2.0 |
| 119303 | 11098.0 | Apr 01, 1993 12:00:00 AM | Apr 01, 1994 12:00:00 AM | 2/65 | SABULITE RD | KELSTON | Whau | New Flats | 1200.0 | 98.0 | 71540.0 | 1.0 | Residential | Attached | NaN | NaN | 1998.0 | 271700.0 | 2013.0 | Residential - Mixed Housing Urban Zone | Residential | 60.0 | WCC_8 | Living 1 | Residential | NaN | NaN | NaN | 174.658534 | -36.898884 | POINT (1747770.825 5915060.330) | False | 65 sabulite | 2/65 sabulite rd kelston | 6774445 | [65 sabulite] | [65 Sabulite Road, Kelston, Auckland] | 2.0 |
| 119332 | 11069.0 | Apr 01, 1993 12:00:00 AM | Apr 01, 1994 12:00:00 AM | 2&3/131 | EDMONTON RD | TE ATATU SOUTH | Henderson - Massey | New Flats | 1200.0 | 200.0 | 100000.0 | 2.0 | Residential | Attached | NaN | NaN | 1998.0 | 259601.0 | 2013.0 | Residential - Mixed Housing Urban Zone | Residential | 60.0 | WCC_7 | Living | Residential | NaN | NaN | NaN | 174.648352 | -36.883735 | POINT (1746892.563 5916756.722) | False | 131 edmonton | 2&3/131 edmonton rd te atatu south | 5036717 | [27 cron] | [27 Cron Avenue, Te Atatū South, Auckland] | NaN |
| 121393 | 8927.0 | Nov 01, 1992 12:00:00 AM | Apr 01, 1993 12:00:00 AM | 1/17 | MANUKAU RD | PUKEKOHE | Franklin | New Shops | 1451.0 | 137.0 | 160000.0 | 1.0 | Business | NaN | Group 2 | Retail | 1998.0 | 823700.0 | 2013.0 | Residential - Single House Zone | Residential | 19.0 | FDC_12 | Rural-Residential | Residential | NaN | NaN | NaN | 174.905761 | -37.218649 | POINT (1769088.777 5879170.467) | False | 17 manukau | 1/17 manukau rd pukekohe | 6999754 | [59 tuakau, 57 tuakau] | [59 Tuakau Road, Pukekohe, 57 Tuakau Road, Puk... | NaN |
| 121592 | 8722.0 | Nov 01, 1992 12:00:00 AM | Apr 01, 1993 12:00:00 AM | 2/35A | SELWYN AVE | MISSION BAY | Orakei | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 205.0 | 153750.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 500900.0 | 2013.0 | Residential - Mixed Housing Suburban Zone | Residential | 18.0 | ACC_20 | Residential 2b | Residential | NaN | NaN | NaN | 174.835859 | -36.849370 | POINT (1763677.084 5920264.339) | False | 35a selwyn | 2/35a selwyn ave mission bay | 7189617 | [35 selwyn, 35a selwyn] | [35 Selwyn Avenue, Mission Bay, Auckland, 35A ... | 2.0 |
| 122029 | 8277.0 | Oct 01, 1992 12:00:00 AM | Apr 01, 1993 12:00:00 AM | 5/11 | AUTUMN PL | PENROSE | Maungakiekie - Tamaki | New Factories | 1481.0 | 917.0 | 428600.0 | 1.0 | Business | NaN | Group 1 | Factories/Warehouses | 1998.0 | 622500.0 | 2013.0 | Business - Heavy Industry Zone | Business | 5.0 | ACC_7 | Business 6 | Business | Industrial | NaN | NaN | 174.824406 | -36.922663 | POINT (1762500.474 5912152.334) | False | 11 autumn | 5/11 autumn pl penrose | 6773569 | [5 autumn] | [5 Autumn Place, Penrose, Auckland] | NaN |
| 122250 | 8056.0 | Oct 01, 1992 12:00:00 AM | Apr 01, 1993 12:00:00 AM | 2/90 | MATIPO RD | MAIRANGI BAY | Hibiscus and Bays | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 167.0 | 140000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 150200.0 | 2013.0 | Residential - Mixed Housing Suburban Zone | Residential | 18.0 | NSC_542 | Residential 4B | Residential | NaN | NaN | NaN | 174.747957 | -36.746471 | POINT (1756048.096 5931827.521) | False | 90 matipo | 2/90 matipo rd mairangi bay | 4971562 | [90 matipo] | [90 Matipo Road, Mairangi Bay, Auckland] | 2.0 |
| 122653 | 7640.0 | Sep 01, 1992 12:00:00 AM | Apr 01, 1993 12:00:00 AM | 3/96 | CARLISLE RD | BROWNS BAY | Hibiscus and Bays | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 148.0 | 51200.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 159501.0 | 2013.0 | Residential - Mixed Housing Suburban Zone | Residential | 18.0 | NSC_542 | Residential 4B | Residential | NaN | NaN | NaN | 174.736690 | -36.710454 | POINT (1755114.612 5935841.575) | False | 96 carlisle | 3/96 carlisle rd browns bay | 5066067 | [96 carlisle] | [96 Carlisle Road, Browns Bay, Auckland] | 2.0 |
| 123778 | 6480.0 | Jun 01, 1992 12:00:00 AM | Apr 01, 1993 12:00:00 AM | 2/10 | TRAM VALLEY RD | SWANSON | Waitakere Ranges | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 144.0 | 105120.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 237700.0 | 2013.0 | Rural - Waitakere Foothills Zone | Rural | 68.0 | WCC_25 | Swanson Structure Plan | Special | NaN | NaN | NaN | 174.568251 | -36.876609 | POINT (1739766.914 5917667.649) | False | 10 tram | 2/10 tram valley rd swanson | 4746774 | [10 tram, 11 christian, 9 christian, 7 christian] | [10 Tram Valley Road, Swanson, Auckland, 11 Ch... | 2.0 |
| 124629 | 5597.0 | Apr 01, 1992 12:00:00 AM | Apr 01, 1993 12:00:00 AM | 2/154 | HUTCHINSON AVE | NEW LYNN | Whau | New Flats | 1200.0 | 135.0 | 107000.0 | 1.0 | Residential | Attached | NaN | NaN | 1998.0 | 262100.0 | 2013.0 | Residential - Mixed Housing Urban Zone | Residential | 60.0 | WCC_9 | Living 2 | Residential | NaN | New Lynn Strategic Area | New Lynn - Strategic Area | 174.675615 | -36.920456 | POINT (1749250.815 5912640.467) | False | 154 hutchinson | 2/154 hutchinson ave new lynn | 4908719 | [154 hutchinson] | [154 Hutchinson Avenue, New Lynn, Auckland] | 2.0 |
| 124646 | 5580.0 | Apr 01, 1992 12:00:00 AM | Apr 01, 1993 12:00:00 AM | 2/66 | WOODGLEN RD | GLEN EDEN | Waitakere Ranges | New Flats | 1200.0 | 100.0 | 73000.0 | 1.0 | Residential | Attached | NaN | NaN | 1998.0 | 283700.0 | 2013.0 | Residential - Mixed Housing Urban Zone | Residential | 60.0 | WCC_9 | Living 2 | Residential | NaN | NaN | NaN | 174.644671 | -36.914707 | POINT (1746505.270 5913326.291) | False | 66 woodglen | 2/66 woodglen rd glen eden | 7184281 | [66 woodglen] | [66 Woodglen Road, Glen Eden, Auckland] | 2.0 |
| 124647 | 5579.0 | Apr 01, 1992 12:00:00 AM | Apr 01, 1993 12:00:00 AM | 3/23 | DUNCAN AVE | HENDERSON | Henderson - Massey | New Flats | 1200.0 | 106.0 | 77540.0 | 1.0 | Residential | Attached | NaN | NaN | 1998.0 | 257400.0 | 2013.0 | Residential - Mixed Housing Urban Zone | Residential | 60.0 | WCC_7 | Living | Residential | NaN | NaN | NaN | 174.641759 | -36.875670 | POINT (1746320.421 5917661.687) | False | 23 duncan | 3/23 duncan ave henderson | 4929145 | [1/23 duncan, 2/23 duncan] | [1/23 Duncan Avenue, Te Atatū South, Auckland,... | NaN |
| 124957 | 5254.0 | Mar 01, 1992 12:00:00 AM | Apr 01, 1992 12:00:00 AM | 2/8 | TUPERIRI RD | EPSOM | Albert - Eden | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 121.0 | 92300.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 624500.0 | 2013.0 | Residential - Mixed Housing Suburban Zone | Residential | 18.0 | NaN | NaN | NaN | NaN | NaN | NaN | 174.775070 | -36.903494 | POINT (1758145.259 5914362.017) | False | 8 tuperiri | 2/8 tuperiri rd epsom | 4778207 | [8a tuperiri, 8 tuperiri] | [8A Tuperiri Road, Epsom, Auckland, 8 Tuperiri... | 2.0 |
| 124976 | 5235.0 | Mar 01, 1992 12:00:00 AM | Apr 01, 1992 12:00:00 AM | 2/782 | SANDRINGHAM RD | KINGSLAND | Albert - Eden | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 82.0 | 93000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 539000.0 | 2013.0 | Residential - Mixed Housing Urban Zone | Residential | 60.0 | ACC_18 | Residential 5 | Residential | NaN | NaN | NaN | 174.734365 | -36.896731 | POINT (1754532.034 5915179.043) | False | 782 sandringham | 2/782 sandringham rd kingsland | 4970783 | [782b sandringham, 782a sandringham, 782 sandr... | [782B Sandringham Road Extension, Wesley, Auck... | 2.0 |
| 125011 | 5200.0 | Mar 01, 1992 12:00:00 AM | Apr 01, 1992 12:00:00 AM | 3/32A | HEPBURN ST | FREEMANS BAY | Waitemata | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 126.0 | 105000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 414200.0 | 2013.0 | Residential - Single House Zone | Residential | 19.0 | ACC_16 | Residential 1 | Residential | NaN | NaN | NaN | 174.749883 | -36.854459 | POINT (1756000.815 5919843.639) | False | 32a hepburn | 3/32a hepburn st freemans bay | 4846218 | [32a hepburn, 32b hepburn, 32c hepburn] | [32A Hepburn Street, Freemans Bay, Auckland, 3... | 2.0 |
| 125022 | 5189.0 | Mar 01, 1992 12:00:00 AM | Apr 01, 1992 12:00:00 AM | 4/10 | GUM RD | HENDERSON VALLEY | Waitakere Ranges | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 163.0 | 166000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 281000.0 | 2013.0 | Rural - Waitakere Foothills Zone | Rural | 68.0 | WCC_6 | Foothills | Rural | NaN | NaN | NaN | 174.590146 | -36.902071 | POINT (1741671.253 5914810.481) | False | 10 gum | 4/10 gum rd henderson valley | 5065161 | [8 gum] | [8 Gum Road, Henderson Valley, Auckland] | NaN |
| 125125 | 5086.0 | Mar 01, 1992 12:00:00 AM | Apr 01, 1992 12:00:00 AM | 2/76 | UNSWORTH DR | UNSWORTH HEIGHTS | Hibiscus and Bays | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 122.0 | 113600.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 178203.0 | 2013.0 | Rural - Countryside Living Zone | Rural | 3.0 | NSC_841 | Rural 4(i) | Rural | NaN | NaN | NaN | 174.716889 | -36.681975 | POINT (1753402.556 5939033.050) | False | 76 unsworth | 2/76 unsworth dr unsworth heights | 6985398 | [135 okura] | [135 Okura River Road, Okura, Auckland] | NaN |
| 126634 | 3518.0 | Nov 01, 1991 12:00:00 AM | Apr 01, 1992 12:00:00 AM | 6/14 | MT CARMEL PL | MEADOWBANK | Orakei | New Churches | 1441.0 | 724.0 | 250000.0 | 1.0 | Other | NaN | NaN | NaN | 1998.0 | 459401.0 | 2013.0 | Residential - Mixed Housing Suburban Zone | Residential | 18.0 | ACC_20 | Residential 2b | Residential | NaN | NaN | NaN | 174.826395 | -36.870055 | POINT (1762789.320 5917985.655) | False | 14 mt | 6/14 mt carmel pl meadowbank | 4719379 | [33 harapaki, 1/33 harapaki] | [33 Harapaki Road, Meadowbank, Auckland, 1/33 ... | NaN |
| 126769 | 3383.0 | Nov 01, 1991 12:00:00 AM | Apr 01, 1992 12:00:00 AM | 2&3/10 | GLEN RD | RANUI | Henderson - Massey | New Flats | 1200.0 | 330.0 | 227000.0 | 4.0 | Residential | Attached | NaN | NaN | 1998.0 | 235725.0 | 2013.0 | Residential - Mixed Housing Urban Zone | Residential | 60.0 | WCC_7 | Living | Residential | NaN | NaN | NaN | 174.609140 | -36.859000 | POINT (1743444.214 5919560.624) | False | 10 glen | 2&3/10 glen rd ranui | 4902144 | [2 glen] | [2 Glen Road, Rānui, Auckland] | NaN |
| 127045 | 3095.0 | Oct 01, 1991 12:00:00 AM | Apr 01, 1992 12:00:00 AM | 1/57A | MELLONS BAY RD | HOWICK | Howick | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 243.0 | 161430.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 651500.0 | 2013.0 | Residential - Single House Zone | Residential | 19.0 | MCC_RH7 | Residential Heritage 7 | Residential | NaN | NaN | NaN | 174.930897 | -36.890402 | POINT (1772059.080 5915544.818) | False | 57a mellons | 1/57a mellons bay rd howick | 4914578 | [57a mellons] | [57A Mellons Bay Road, Mellons Bay, Auckland] | 2.0 |
| 128980 | 1108.0 | Jun 01, 1991 12:00:00 AM | Apr 01, 1992 12:00:00 AM | 2/97 | WHARF RD | TE ATATU NORTH | Henderson - Massey | New Flats | 1200.0 | 79.0 | 57670.0 | 1.0 | Residential | Attached | NaN | NaN | 1998.0 | 245900.0 | 2013.0 | Residential - Mixed Housing Urban Zone | Residential | 60.0 | WCC_8 | Living 1 | Residential | NaN | NaN | NaN | 174.651057 | -36.831984 | POINT (1747232.952 5922494.049) | False | 97 wharf | 2/97 wharf rd te atatu north | 7274019 | [75 wharf] | [75 Wharf Road, Te Atatū Peninsula, Auckland] | NaN |
| 128981 | 1107.0 | Jun 01, 1991 12:00:00 AM | Apr 01, 1992 12:00:00 AM | 1/97 | WHARF RD | TE ATATU NORTH | Henderson - Massey | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 79.0 | 57670.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 245900.0 | 2013.0 | Residential - Mixed Housing Urban Zone | Residential | 60.0 | WCC_8 | Living 1 | Residential | NaN | NaN | NaN | 174.655917 | -36.831700 | POINT (1747666.949 5922518.049) | False | 97 wharf | 1/97 wharf rd te atatu north | 4723362 | [95 beach] | [95 Beach Road, Te Atatū Peninsula, Auckland] | NaN |
| 128982 | 1106.0 | Jun 01, 1991 12:00:00 AM | Apr 01, 1992 12:00:00 AM | 3/97 | WHARF RD | TE ATATU NORTH | Henderson - Massey | New Flats | 1200.0 | 79.0 | 57670.0 | 1.0 | Residential | Attached | NaN | NaN | 1998.0 | 245900.0 | 2013.0 | Residential - Mixed Housing Urban Zone | Residential | 60.0 | WCC_8 | Living 1 | Residential | NaN | NaN | NaN | 174.653183 | -36.832306 | POINT (1747421.952 5922455.049) | False | 97 wharf | 3/97 wharf rd te atatu north | 7874876 | [18 arorangi] | [18 Arorangi Rise, Te Atatū Peninsula, Auckland] | NaN |
| 128984 | 1104.0 | Jun 01, 1991 12:00:00 AM | Apr 01, 1992 12:00:00 AM | 5/97 | WHARF RD | TE ATATU NORTH | Henderson - Massey | New Flats | 1200.0 | 78.0 | 61740.0 | 1.0 | Residential | Attached | NaN | NaN | 1998.0 | 245900.0 | 2013.0 | Residential - Mixed Housing Urban Zone | Residential | 60.0 | WCC_8 | Living 1 | Residential | NaN | NaN | NaN | 174.653882 | -36.831927 | POINT (1747484.947 5922496.049) | False | 97 wharf | 5/97 wharf rd te atatu north | 4864886 | [107 wharf, 107b wharf, 107a wharf] | [107 Wharf Road, Te Atatū Peninsula, Auckland,... | NaN |
| 129007 | 1081.0 | Jun 01, 1991 12:00:00 AM | Apr 01, 1992 12:00:00 AM | 2&3/60 | CLAYBURN RD | GLEN EDEN | Waitakere Ranges | New Flats | 1200.0 | 172.0 | 125560.0 | 2.0 | Residential | Attached | NaN | NaN | 1998.0 | 288301.0 | 2013.0 | Residential - Mixed Housing Suburban Zone | Residential | 18.0 | WCC_9 | Living 2 | Residential | NaN | NaN | NaN | 174.652394 | -36.920934 | POINT (1747181.316 5912623.515) | False | 60 clayburn | 2&3/60 clayburn rd glen eden | 4969063 | [85 captain] | [85 Captain Scott Road, Glen Eden, Auckland] | NaN |
| 132712 | 137107.0 | Oct 01, 2011 12:00:00 AM | Mar 01, 2012 12:00:00 AM | 166//168 | GREAT SOUTH RD | PAPAKURA | Papakura | New Banks | 1463.0 | 322.0 | 750000.0 | 1.0 | Business | NaN | Group 2 | Offices | 1998.0 | 793000.0 | 2013.0 | Business - Metropolitan Centre Zone | Business | 10.0 | PDC_5 | Commercial 3 | Business | Commercial | NaN | NaN | 174.942598 | -37.062684 | POINT (1772711.841 5896408.888) | False | 168 great | 166//168 great south rd papakura | 4879036 | [166-168 great] | [166-168 Great South Road, Papakura] | NaN |
| 133630 | 136189.0 | Jul 01, 2011 12:00:00 AM | Mar 01, 2012 12:00:00 AM | 1/36 | RATA ST | NEW LYNN | Whau | Resited Houses | 3303.0 | 20.0 | 50000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 268800.0 | 2013.0 | Residential - Terrace Housing and Apartment Bu... | Residential | 8.0 | WCC_8 | Living 1 | Residential | NaN | New Lynn Strategic Area | New Lynn - Strategic Area | 174.677326 | -36.908190 | POINT (1749427.138 5913998.627) | False | 36 rata | 1/36 rata st new lynn | 7364980 | [36 rata] | [36 Rata Street, New Lynn, Auckland] | 2.0 |
| 133835 | 130570.0 | Feb 01, 2010 12:00:00 AM | Mar 01, 2010 12:00:00 AM | 3/386 | EAST COAST ROAD | SUNNYNOOK | Devonport - Takapuna | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 204.0 | 375000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 189901.0 | 2013.0 | Residential - Mixed Housing Suburban Zone | Residential | 18.0 | NSC_541 | Residential 4A | Residential | NaN | NaN | NaN | 174.745554 | -36.750238 | POINT (1755825.984 5931413.515) | False | 386 east | 3/386 east coast road sunnynook | 7294888 | [386 east] | [386 East Coast Road, Sunnynook, Auckland] | 2.0 |
| 133836 | 130569.0 | Feb 01, 2010 12:00:00 AM | Mar 01, 2010 12:00:00 AM | 2/386 | EAST COAST ROAD | SUNNYNOOK | Devonport - Takapuna | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 217.0 | 375000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 189901.0 | 2013.0 | Residential - Mixed Housing Suburban Zone | Residential | 18.0 | NSC_541 | Residential 4A | Residential | NaN | NaN | NaN | 174.745554 | -36.750238 | POINT (1755825.984 5931413.515) | False | 386 east | 2/386 east coast road sunnynook | 7294888 | [386 east] | [386 East Coast Road, Sunnynook, Auckland] | 2.0 |
| 133936 | 130440.0 | Feb 01, 2010 12:00:00 AM | Mar 01, 2010 12:00:00 AM | 1/15 | SPINNAKER DRIVE | TE ATATU PENINSULA | Henderson - Massey | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 154.0 | 225000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 246105.0 | 2013.0 | Residential - Mixed Housing Suburban Zone | Residential | 18.0 | WCC_8 | Living 1 | Residential | NaN | NaN | NaN | 174.658699 | -36.830909 | POINT (1747916.577 5922601.489) | False | 15 spinnaker | 1/15 spinnaker drive te atatu peninsula | 7310427 | [15 spinnaker] | [15 Spinnaker Drive, Te Atatū Peninsula, Auckl... | 2.0 |
| 141676 | 129334.0 | Nov 01, 2009 12:00:00 AM | Mar 01, 2010 12:00:00 AM | 18/22 | RAILWAY ST WEST | PAPAKURA | Papakura | Demolitions - DWELLINGS ONLY | 4900.0 | 0.0 | 19500.0 | 1.0 | Demolition | NaN | NaN | NaN | 1998.0 | 793501.0 | 2013.0 | Residential - Terrace Housing and Apartment Bu... | Residential | 8.0 | PDC_36 | Residential 2 | Residential | NaN | NaN | NaN | 174.948761 | -37.069128 | POINT (1773245.209 5895682.646) | False | 22 railway | 18/22 railway st west papakura | 4702169 | [2/21 railway, 21 railway, 1/21 railway] | [2/21 Railway Street West, Papakura, 21 Railwa... | NaN |
| 142792 | 128211.0 | Jul 01, 2009 12:00:00 AM | Mar 01, 2010 12:00:00 AM | 1/36 | CHELTENHAM ROAD | DEVONPORT | Devonport - Takapuna | New Other - eg chartered club, etc | 1459.0 | 30.0 | 40000.0 | 1.0 | Other | NaN | NaN | NaN | 1998.0 | 328500.0 | 2013.0 | Residential - Single House Zone | Residential | 19.0 | NSC_531 | Residential 3A | Residential | NaN | NaN | NaN | 174.809840 | -36.825133 | POINT (1761408.041 5922997.698) | False | 36 cheltenham | 1/36 cheltenham road devonport | 7430142 | [36 cheltenham] | [36 Cheltenham Road, Devonport, Auckland] | 2.0 |
| 143894 | 126166.0 | Feb 01, 2009 12:00:00 AM | Mar 01, 2009 12:00:00 AM | 2/223 | HURSTMERE RD | TAKAPUNA | Devonport - Takapuna | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 199.0 | 274964.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 309100.0 | 2013.0 | Residential - Mixed Housing Suburban Zone | Residential | 18.0 | NSC_522 | Residential 2B | Residential | NaN | NaN | NaN | 174.775565 | -36.778288 | POINT (1758447.530 5928252.197) | False | 223 hurstmere | 2/223 hurstmere rd takapuna | 7438753 | [223 hurstmere] | [223 Hurstmere Road, Takapuna, Auckland] | 2.0 |
| 143908 | 126152.0 | Feb 01, 2009 12:00:00 AM | Mar 01, 2009 12:00:00 AM | 2/158 | CHELSEA VIEW DR | CHATSWOOD | Kaipatiki | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 268.0 | 305000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 352603.0 | 2013.0 | Residential - Single House Zone | Residential | 19.0 | NSC_55 | Residential 5 | Residential | NaN | NaN | NaN | 174.711980 | -36.820508 | POINT (1752689.044 5923671.600) | False | 158 chelsea | 2/158 chelsea view dr chatswood | 7258753 | [158 chelsea] | [158 Chelsea View Drive, Chatswood, Auckland] | 2.0 |
| 144144 | 125916.0 | Jan 01, 2009 12:00:00 AM | Mar 01, 2009 12:00:00 AM | 1/20 | TOROA ST | TORBAY | Hibiscus and Bays | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 204.0 | 352000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 169300.0 | 2013.0 | Residential - Mixed Housing Suburban Zone | Residential | 18.0 | NSC_542 | Residential 4B | Residential | NaN | NaN | NaN | 174.753256 | -36.694558 | POINT (1756626.666 5937578.257) | False | 20 toroa | 1/20 toroa st torbay | 7343420 | [20 toroa] | [20 Toroa Street, Torbay, Auckland] | 2.0 |
| 155075 | 114111.0 | Sep 01, 2006 12:00:00 AM | Apr 01, 2007 12:00:00 AM | 1/24 | SANDERS AVE | TAKAPUNA | Devonport - Takapuna | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 272.0 | 600000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 324400.0 | 2013.0 | Residential - Mixed Housing Suburban Zone | Residential | 18.0 | NSC_541 | Residential 4A | Residential | NaN | NaN | NaN | 174.775902 | -36.790227 | POINT (1758453.042 5926927.113) | False | 24 sanders | 1/24 sanders ave takapuna | 6956588 | [24 sanders] | [24 Sanders Avenue, Takapuna, Auckland] | 2.0 |
| 155726 | 113459.0 | Aug 01, 2006 12:00:00 AM | Apr 01, 2007 12:00:00 AM | 1/46 | SHARON RD | WAIAKE | Hibiscus and Bays | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 346.0 | 650000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 162900.0 | 2013.0 | Residential - Single House Zone | Residential | 19.0 | NSC_522 | Residential 2B | Residential | NaN | NaN | NaN | 174.752875 | -36.709275 | POINT (1756562.744 5935946.050) | False | 46 sharon | 1/46 sharon rd waiake | 7012873 | [46 sharon] | [46 Sharon Road, Waiake, Auckland] | 2.0 |
| 157005 | 112179.0 | Jun 01, 2006 12:00:00 AM | Apr 01, 2007 12:00:00 AM | 1/336 | WEST COAST RD | GLEN EDEN | Waitakere Ranges | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 187.0 | 180000.0 | 2.0 | Residential | Detached | NaN | NaN | 1998.0 | 283301.0 | 2013.0 | Residential - Terrace Housing and Apartment Bu... | Residential | 8.0 | WCC_9 | Living 2 | Residential | NaN | NaN | NaN | 174.644456 | -36.908822 | POINT (1746497.454 5913979.511) | False | 336 west | 1/336 west coast rd glen eden | 6998339 | [336 west] | [336 West Coast Road, Glen Eden, Auckland] | 2.0 |
| 157984 | 111200.0 | Apr 01, 2006 12:00:00 AM | Apr 01, 2007 12:00:00 AM | 1/18 | LAW ST | TORBAY | Hibiscus and Bays | Demolitions - DWELLINGS ONLY | 4900.0 | 0.0 | 10000.0 | 1.0 | Demolition | NaN | NaN | NaN | 1998.0 | 168001.0 | 2013.0 | Residential - Mixed Housing Suburban Zone | Residential | 18.0 | NSC_542 | Residential 4B | Residential | NaN | NaN | NaN | 174.745882 | -36.696836 | POINT (1755963.223 5937337.550) | False | 18 law | 1/18 law st torbay | 6972947 | [18 law] | [18 Law Street, Torbay, Auckland] | 2.0 |
| 159946 | 109228.0 | Dec 01, 2005 12:00:00 AM | Apr 01, 2006 12:00:00 AM | 2/239 | STATE HIGHWAY 17 | ALBANY | Kaipatiki | New Shops | 1451.0 | 740.0 | 950000.0 | 1.0 | Business | NaN | Group 2 | Retail | 1998.0 | 351300.0 | 2013.0 | Open Space - Conservation Zone | Public Open Space | 31.0 | NSC_413 | SP-Chelsea Sugar Refiner | Special | NaN | NaN | NaN | 174.723355 | -36.817563 | POINT (1753709.550 5923980.051) | False | 239 state | 2/239 state highway 17 albany | 7076486 | [60 colonial] | [60 Colonial Road, Birkenhead, Auckland] | NaN |
| 159947 | 109227.0 | Dec 01, 2005 12:00:00 AM | Apr 01, 2006 12:00:00 AM | 2/239 | STATE HIGHWAY 17 | ALBANY | Upper Harbour | New Flats | 1200.0 | 740.0 | 1000000.0 | 8.0 | Residential | Attached | NaN | NaN | 1998.0 | 178501.0 | 2013.0 | Residential - Large Lot Zone | Residential | 23.0 | NSC_622 | Area A: Environmental Pr | Special | NaN | NaN | NaN | 174.702269 | -36.714219 | POINT (1752032.556 5935479.050) | False | 239 state | 2/239 state highway 17 albany | 5201728 | [217 lonely] | [217 Lonely Track Road, Albany Heights, Auckland] | NaN |
| 162341 | 106829.0 | Aug 01, 2005 12:00:00 AM | Apr 01, 2006 12:00:00 AM | 1/197 | SUNNYNOOK RD | SUNNYNOOK | Kaipatiki | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 132.0 | 150000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 182500.0 | 2013.0 | Residential - Terrace Housing and Apartment Bu... | Residential | 8.0 | NSC_561 | Residential 6A | Residential | NaN | NaN | NaN | 174.735441 | -36.764421 | POINT (1754894.593 5929856.365) | False | 197 sunnynook | 1/197 sunnynook rd sunnynook | 7013952 | [197 sunnynook] | [197 Sunnynook Road, Wairau Valley, Auckland] | 2.0 |
| 163251 | 105914.0 | Jun 01, 2005 12:00:00 AM | Apr 01, 2006 12:00:00 AM | 1/18 | LAW ST | TORBAY | Hibiscus and Bays | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 264.0 | 320000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 168001.0 | 2013.0 | Residential - Mixed Housing Suburban Zone | Residential | 18.0 | NSC_542 | Residential 4B | Residential | NaN | NaN | NaN | 174.745882 | -36.696836 | POINT (1755963.223 5937337.550) | False | 18 law | 1/18 law st torbay | 6972947 | [18 law] | [18 Law Street, Torbay, Auckland] | 2.0 |
| 164395 | 104749.0 | Apr 01, 2005 12:00:00 AM | Apr 01, 2006 12:00:00 AM | 1/32 | KALLU CRES | MT ROSKILL | Puketapapa | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 160.0 | 140000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 582000.0 | 2013.0 | Residential - Mixed Housing Urban Zone | Residential | 60.0 | ACC_24 | Residential 6a | Residential | NaN | NaN | NaN | 174.733970 | -36.913134 | POINT (1754463.745 5913359.797) | False | 32 kallu | 1/32 kallu cres mt roskill | 6832600 | [32 kallu] | [32 Kallu Crescent, Mount Roskill, Auckland] | 2.0 |
| 164889 | 104253.0 | Mar 01, 2005 12:00:00 AM | Apr 01, 2005 12:00:00 AM | 1/16 | MIHINI RD | HENDERSON | Henderson - Massey | New Warehouses | 1471.0 | 520.0 | 380000.0 | 1.0 | Business | NaN | Group 1 | Factories/Warehouses | 1998.0 | 236103.0 | 2013.0 | Business - Light Industry Zone | Business | 17.0 | WCC_19 | Working | Business | Industrial | NaN | NaN | 174.613909 | -36.865467 | POINT (1743857.270 5918835.949) | False | 16 mihini | 1/16 mihini rd henderson | 6986777 | [16 mihini] | [16 Mihini Road, Henderson, Auckland] | 2.0 |
| 164984 | 104158.0 | Mar 01, 2005 12:00:00 AM | Apr 01, 2005 12:00:00 AM | 1/10 | MARAMA ST | CASTOR BAY | Devonport - Takapuna | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 300.0 | 600000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 313500.0 | 2013.0 | Residential - Mixed Housing Suburban Zone | Residential | 18.0 | NSC_541 | Residential 4A | Residential | NaN | NaN | NaN | 174.764913 | -36.762997 | POINT (1757528.220 5929966.276) | False | 10 marama | 1/10 marama st castor bay | 6845526 | [10 marama] | [10 Marama Street, Castor Bay, Auckland] | 2.0 |
| 165133 | 104009.0 | Mar 01, 2005 12:00:00 AM | Apr 01, 2005 12:00:00 AM | 1/28 | MARJORIE JAYNE CRES | OTAHUHU | Mangere - Otahuhu | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 169.0 | 203400.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 783101.0 | 2013.0 | Business - Mixed Use Zone | Business | 12.0 | ACC_24 | Residential 6a | Residential | NaN | Otahuhu Coast Strategic Area | Otahuhu Coast - Strategic Area | 174.837496 | -36.947105 | POINT (1763614.177 5909418.153) | False | 28 marjorie | 1/28 marjorie jayne cres otahuhu | 5064061 | [28 marjorie] | [28 Marjorie Jayne Crescent, Ōtāhuhu, Auckland] | 2.0 |
| 165160 | 103982.0 | Mar 01, 2005 12:00:00 AM | Apr 01, 2005 12:00:00 AM | 5/7 | NICHOLAS ST | AUCKLAND CENTRAL | Waitemata | Demolitions - DWELLINGS ONLY | 4900.0 | 0.0 | 25000.0 | 1.0 | Demolition | NaN | NaN | NaN | 1998.0 | 434603.0 | 2013.0 | Business - City Centre Zone | Business | 35.0 | CBD_29 | Victoria Quarter D | Business | Commercial | NaN | NaN | 174.758144 | -36.853153 | POINT (1756740.065 5919975.084) | False | 7 nicholas | 5/7 nicholas st auckland central | 5022647 | [7 nicholas] | [7 Nicholas Street, Auckland Central, Auckland] | 2.0 |
| 165519 | 103622.0 | Feb 01, 2005 12:00:00 AM | Apr 01, 2005 12:00:00 AM | 2/36 | WHITBY CRES | MAIRANGI BAY | Hibiscus and Bays | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 370.0 | 536000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 149600.0 | 2013.0 | Residential - Single House Zone | Residential | 19.0 | NSC_522 | Residential 2B | Residential | NaN | NaN | NaN | 174.757401 | -36.740203 | POINT (1756904.052 5932507.388) | False | 36 whitby | 2/36 whitby cres mairangi bay | 6945898 | [36 whitby] | [36 Whitby Crescent, Mairangi Bay, Auckland] | 2.0 |
| 165521 | 103620.0 | Feb 01, 2005 12:00:00 AM | Apr 01, 2005 12:00:00 AM | 1/36 | WHITBY CRES | MAIRANGI BAY | Hibiscus and Bays | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 357.0 | 535000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 149600.0 | 2013.0 | Residential - Single House Zone | Residential | 19.0 | NSC_522 | Residential 2B | Residential | NaN | NaN | NaN | 174.757401 | -36.740203 | POINT (1756904.052 5932507.388) | False | 36 whitby | 1/36 whitby cres mairangi bay | 6945898 | [36 whitby] | [36 Whitby Crescent, Mairangi Bay, Auckland] | 2.0 |
| 166179 | 102961.0 | Jan 01, 2005 12:00:00 AM | Apr 01, 2005 12:00:00 AM | 2/20 | FERNHILL DR | MASSEY | Henderson - Massey | New Banks | 1463.0 | 335.0 | 536000.0 | 1.0 | Business | NaN | Group 2 | Offices | 1998.0 | 224306.0 | 2013.0 | Business - Metropolitan Centre Zone | Business | 10.0 | WCC_16 | Special Area | Special | NaN | NaN | NaN | 174.612558 | -36.821718 | POINT (1743818.709 5923691.602) | False | 20 fernhill | 2/20 fernhill dr massey | 7973442 | [2/12 maki, 1/12 maki] | [2/12 Maki Street, Westgate, Auckland, 1/12 Ma... | NaN |
| 166872 | 102268.0 | Nov 01, 2004 12:00:00 AM | Apr 01, 2005 12:00:00 AM | 2/223 | HURSTMERE RD | TAKAPUNA | Devonport - Takapuna | Demolitions - OTHER BUILDINGS ONLY | 4910.0 | 0.0 | 10000.0 | 1.0 | Demolition | NaN | NaN | NaN | 1998.0 | 309100.0 | 2013.0 | Residential - Mixed Housing Suburban Zone | Residential | 18.0 | NSC_522 | Residential 2B | Residential | NaN | NaN | NaN | 174.775565 | -36.778288 | POINT (1758447.530 5928252.195) | False | 223 hurstmere | 2/223 hurstmere rd takapuna | 7438753 | [223 hurstmere] | [223 Hurstmere Road, Takapuna, Auckland] | 2.0 |
| 169113 | 100019.0 | Aug 01, 2004 12:00:00 AM | Apr 01, 2005 12:00:00 AM | 3/9 | NORTHCROFT ST | TAKAPUNA | Devonport - Takapuna | Demolitions - OTHER BUILDINGS ONLY | 4910.0 | 0.0 | 10000.0 | 1.0 | Demolition | NaN | NaN | NaN | 1998.0 | 327800.0 | 2013.0 | Business - Metropolitan Centre Zone | Business | 10.0 | NSC_103 | Business 3 | Business | Commercial | NaN | NaN | 174.770963 | -36.788306 | POINT (1758016.297 5927148.356) | False | 9 northcroft | 3/9 northcroft st takapuna | 6751247 | [9 northcroft, 3 northcroft, 8 huron, 6 huron,... | [9 Northcroft Street, Takapuna, Auckland, 3 No... | 2.0 |
| 171559 | 97536.0 | Apr 01, 2004 12:00:00 AM | Apr 01, 2005 12:00:00 AM | 2/6 | HENDERSON VALLEY RD | HENDERSON VALLEY | Henderson - Massey | Demolitions - OTHER BUILDINGS ONLY | 4910.0 | 0.0 | 14689.0 | 1.0 | Demolition | NaN | NaN | NaN | 1998.0 | 241600.0 | 2013.0 | Business - Metropolitan Centre Zone | Business | 10.0 | WCC_3 | Community | Business | Commercial | NaN | NaN | 174.630616 | -36.878860 | POINT (1745321.205 5917324.717) | False | 6 henderson | 2/6 henderson valley rd henderson valley | 4999425 | [420 great] | [420 Great North Road, Henderson, Auckland] | NaN |
| 171764 | 97331.0 | Apr 01, 2004 12:00:00 AM | Apr 01, 2005 12:00:00 AM | 2/239 | STATE HIGHWAY 17 | ALBANY | Upper Harbour | New Shops | 1451.0 | 0.0 | 0.0 | 1.0 | Business | NaN | Group 2 | Retail | 1998.0 | 178900.0 | 2013.0 | Business - Metropolitan Centre Zone | Business | 10.0 | NSC_105 | Business 5 | Business | Commercial | NaN | NaN | 174.704739 | -36.730760 | POINT (1752220.553 5933640.050) | False | 239 state | 2/239 state highway 17 albany | 4708067 | [140 don] | [140 Don McKinnon Drive, Albany, Auckland] | NaN |
| 173102 | 95993.0 | Feb 01, 2004 12:00:00 AM | Apr 01, 2004 12:00:00 AM | 2/83 | KENDERDINE RD | PAPATOETOE | Otara - Papatoetoe | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 148.0 | 148000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 660100.0 | 2013.0 | Residential - Mixed Housing Suburban Zone | Residential | 18.0 | MCC_MR | Main Residential | Residential | NaN | NaN | NaN | 174.853302 | -36.987937 | POINT (1764933.574 5904860.566) | False | 83 kenderdine | 2/83 kenderdine rd papatoetoe | 6767322 | [83 kenderdine] | [83 Kenderdine Road, Papatoetoe, Auckland] | 2.0 |
| 173108 | 95987.0 | Feb 01, 2004 12:00:00 AM | Apr 01, 2004 12:00:00 AM | 1/83 | KENDERDINE RD | PAPATOETOE | Otara - Papatoetoe | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 156.0 | 156000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 660100.0 | 2013.0 | Residential - Mixed Housing Suburban Zone | Residential | 18.0 | MCC_MR | Main Residential | Residential | NaN | NaN | NaN | 174.853302 | -36.987937 | POINT (1764933.574 5904860.566) | False | 83 kenderdine | 1/83 kenderdine rd papatoetoe | 6767322 | [83 kenderdine] | [83 Kenderdine Road, Papatoetoe, Auckland] | 2.0 |
| 175213 | 93875.0 | Nov 01, 2003 12:00:00 AM | Apr 01, 2004 12:00:00 AM | 3/10 | PREMWOOD RD | OTARA | Howick | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 197.0 | 198000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 711905.0 | 2013.0 | Residential - Mixed Housing Urban Zone | Residential | 60.0 | MCC_FBR1 | Flat Bush Residential 1 | Special | NaN | NaN | NaN | 174.910076 | -36.949940 | POINT (1770071.219 5908976.512) | False | 10 premwood | 3/10 premwood rd otara | 6697551 | [10 premwood] | [10 Premwood Road, Flat Bush, Auckland] | 2.0 |
| 175214 | 93874.0 | Nov 01, 2003 12:00:00 AM | Apr 01, 2004 12:00:00 AM | 2/10 | PREMWOOD RD | OTARA | Howick | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 197.0 | 197000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 711905.0 | 2013.0 | Residential - Mixed Housing Urban Zone | Residential | 60.0 | MCC_FBR1 | Flat Bush Residential 1 | Special | NaN | NaN | NaN | 174.910076 | -36.949940 | POINT (1770071.219 5908976.512) | False | 10 premwood | 2/10 premwood rd otara | 6697551 | [10 premwood] | [10 Premwood Road, Flat Bush, Auckland] | 2.0 |
| 175215 | 93873.0 | Nov 01, 2003 12:00:00 AM | Apr 01, 2004 12:00:00 AM | 1/10 | PREMWOOD RD | OTARA | Howick | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 202.0 | 202000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 711905.0 | 2013.0 | Residential - Mixed Housing Urban Zone | Residential | 60.0 | MCC_FBR1 | Flat Bush Residential 1 | Special | NaN | NaN | NaN | 174.910076 | -36.949940 | POINT (1770071.219 5908976.512) | False | 10 premwood | 1/10 premwood rd otara | 6697551 | [10 premwood] | [10 Premwood Road, Flat Bush, Auckland] | 2.0 |
| 176928 | 92027.0 | Sep 01, 2003 12:00:00 AM | Apr 01, 2004 12:00:00 AM | 2/33 | PORTADOWN AVE | PAKURANGA | Howick | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 262.0 | 220000.0 | 2.0 | Residential | Detached | NaN | NaN | 1998.0 | 690800.0 | 2013.0 | Residential - Mixed Housing Suburban Zone | Residential | 18.0 | MCC_MR | Main Residential | Residential | NaN | NaN | NaN | 174.888286 | -36.908245 | POINT (1768222.532 5913641.181) | False | 33 portadown | 2/33 portadown ave pakuranga | 6681431 | [33 portadown] | [33 Portadown Avenue, Pakuranga Heights, Auckl... | 2.0 |
| 178156 | 90796.0 | Jul 01, 2003 12:00:00 AM | Apr 01, 2004 12:00:00 AM | 3/36 | CHELTENHAM RD | DEVONPORT | Devonport - Takapuna | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 385.0 | 700000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 328500.0 | 2013.0 | Residential - Single House Zone | Residential | 19.0 | NSC_531 | Residential 3A | Residential | NaN | NaN | NaN | 174.810083 | -36.825363 | POINT (1761429.302 5922971.741) | False | 36 cheltenham | 3/36 cheltenham rd devonport | 7430142 | [36 cheltenham] | [36 Cheltenham Road, Devonport, Auckland] | 2.0 |
| 180069 | 88881.0 | May 01, 2003 12:00:00 AM | Apr 01, 2004 12:00:00 AM | 2/2 | LAURIE ST | RED BEACH | Hibiscus and Bays | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 157.0 | 160000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 173009.0 | 2013.0 | Residential - Mixed Housing Urban Zone | Residential | 60.0 | RDC_24 | Residential High Intensi | Residential | NaN | NaN | NaN | 174.703594 | -36.604155 | POINT (1752367.755 5947687.649) | False | 2 laurie | 2/2 laurie st red beach | 6622848 | [53 bay, 2 laurie] | [53 Bay Street, Red Beach, 2 Laurie Street, Re... | 2.0 |
| 180902 | 88045.0 | Apr 01, 2003 12:00:00 AM | Apr 01, 2004 12:00:00 AM | 2/55 | VIEW RD | MAIRANGI BAY | Hibiscus and Bays | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 315.0 | 500000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 148900.0 | 2013.0 | Residential - Mixed Housing Urban Zone | Residential | 60.0 | NSC_542 | Residential 4B | Residential | NaN | NaN | NaN | 174.758523 | -36.741718 | POINT (1757001.132 5932337.509) | False | 55 view | 2/55 view rd mairangi bay | 7380342 | [55 view] | [55 View Road, Campbells Bay, Auckland] | 2.0 |
| 181151 | 87796.0 | Mar 01, 2003 12:00:00 AM | Apr 01, 2003 12:00:00 AM | 2/165 | GLENFIELD RD | GLENFIELD | Kaipatiki | Resited Houses | 3303.0 | 85.0 | 5000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 206800.0 | 2013.0 | Residential - Mixed Housing Urban Zone | Residential | 60.0 | NSC_541 | Residential 4A | Residential | NaN | NaN | NaN | 174.726127 | -36.798988 | POINT (1753994.012 5926036.402) | False | 165 glenfield | 2/165 glenfield rd glenfield | 5088953 | [165 glenfield, 1/2 mcdowell, 1/165 glenfield,... | [165 Glenfield Road, Hillcrest, Auckland, 1/2 ... | 2.0 |
| 182435 | 86506.0 | Jan 01, 2003 12:00:00 AM | Apr 01, 2003 12:00:00 AM | 1/32 | KALLU CRES | MT ROSKILL | Puketapapa | Demolitions - DWELLINGS ONLY | 4900.0 | 0.0 | 7000.0 | 1.0 | Demolition | NaN | NaN | NaN | 1998.0 | 582000.0 | 2013.0 | Residential - Mixed Housing Urban Zone | Residential | 60.0 | ACC_24 | Residential 6a | Residential | NaN | NaN | NaN | 174.733970 | -36.913134 | POINT (1754463.745 5913359.797) | False | 32 kallu | 1/32 kallu cres mt roskill | 6832600 | [32 kallu] | [32 Kallu Crescent, Mount Roskill, Auckland] | 2.0 |
| 184900 | 84219.0 | Oct 01, 2002 12:00:00 AM | Apr 01, 2003 12:00:00 AM | 2/69A | HOWE ST | NEWTON | Howick | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 180.0 | 180000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 646900.0 | 2013.0 | Residential - Mixed Housing Urban Zone | Residential | 60.0 | MCC_MR | Main Residential | Residential | NaN | NaN | NaN | 174.926587 | -36.897447 | POINT (1771659.189 5914770.955) | False | 69a howe | 2/69a howe st newton | 6613618 | [69a howe] | [69A Howe Street, Howick, Auckland] | 2.0 |
| 186907 | 82210.0 | Jul 01, 2002 12:00:00 AM | Apr 01, 2003 12:00:00 AM | 1/39 | TAKUTAI AVE | HALF MOON BAY | Howick | Demolitions - DWELLINGS ONLY | 4900.0 | 0.0 | 5000.0 | 1.0 | Demolition | NaN | NaN | NaN | 1998.0 | 677000.0 | 2013.0 | Residential - Mixed Housing Suburban Zone | Residential | 18.0 | MCC_MR | Main Residential | Residential | NaN | NaN | NaN | 174.903660 | -36.877468 | POINT (1769660.410 5917028.630) | False | 39 takutai | 1/39 takutai ave half moon bay | 6591040 | [39 takutai] | [39 Takutai Avenue, Half Moon Bay, Auckland] | 2.0 |
| 188069 | 81045.0 | Jun 01, 2002 12:00:00 AM | Apr 01, 2003 12:00:00 AM | 2/7 | MALEME AVE | DEVONPORT | Devonport - Takapuna | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 300.0 | 300000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 319400.0 | 2013.0 | Residential - Mixed Housing Urban Zone | Residential | 60.0 | NSC_541 | Residential 4A | Residential | NaN | NaN | NaN | 174.792471 | -36.806055 | POINT (1759898.559 5925143.446) | False | 7 maleme | 2/7 maleme ave devonport | 6582594 | [7 maleme] | [7 Maleme Avenue, Belmont, Auckland] | 2.0 |
| 190579 | 78387.0 | Feb 01, 2002 12:00:00 AM | Apr 01, 2002 12:00:00 AM | 2/47 | ROLLERSON ST | PAPAKURA | Papakura | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 141.0 | 120000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 797500.0 | 2013.0 | Residential - Mixed Housing Suburban Zone | Residential | 18.0 | PDC_32 | Residential 1 | Residential | NaN | NaN | NaN | 174.959443 | -37.060043 | POINT (1774215.711 5896671.132) | False | 47 rollerson | 2/47 rollerson st papakura | 6559534 | [47 rollerson] | [47 Rollerson Street, Papakura] | 2.0 |
| 190687 | 78279.0 | Feb 01, 2002 12:00:00 AM | Apr 01, 2002 12:00:00 AM | 2/67 | VINCENT ST | HOWICK | Howick | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 170.0 | 130000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 647800.0 | 2013.0 | Residential - Mixed Housing Suburban Zone | Residential | 18.0 | MCC_MR | Main Residential | Residential | NaN | NaN | NaN | 174.923888 | -36.902155 | POINT (1771408.173 5914253.429) | False | 67 vincent | 2/67 vincent st howick | 6630757 | [67 vincent] | [67 Vincent Street, Howick, Auckland] | 2.0 |
| 191762 | 77039.0 | Dec 01, 2001 12:00:00 AM | Apr 01, 2002 12:00:00 AM | 2/22 | FITZROY ST | PAPATOETOE | Otara - Papatoetoe | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 173.0 | 138000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 673000.0 | 2013.0 | Residential - Mixed Housing Suburban Zone | Residential | 18.0 | MCC_MR | Main Residential | Residential | NaN | NaN | NaN | 174.859478 | -36.986115 | POINT (1765487.180 5905052.052) | False | 22 fitzroy | 2/22 fitzroy st papatoetoe | 4889236 | [22 fitzroy] | [22 Fitzroy Street, Papatoetoe, Auckland] | 2.0 |
| 193710 | 75234.0 | Sep 01, 2001 12:00:00 AM | Apr 01, 2002 12:00:00 AM | 1/51 | WARMAN RD | OKURA | Hibiscus and Bays | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 560.0 | 500000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 178203.0 | 2013.0 | Rural - Countryside Living Zone | Rural | 3.0 | NSC_841 | Rural 4(i) | Rural | NaN | NaN | NaN | 174.715222 | -36.681331 | POINT (1753254.830 5939107.111) | False | 51 warman | 1/51 warman rd okura | 7081404 | [51 warman] | [51 Warman Road, Okura, Auckland] | 2.0 |
| 194911 | 74030.0 | Jul 01, 2001 12:00:00 AM | Apr 01, 2002 12:00:00 AM | 2/225 | STATE HIGHWAY 17 | ALBANY | Devonport - Takapuna | New Other - eg theatre, museum, hall, grandsta... | 1449.0 | 0.0 | 0.0 | 1.0 | Other | NaN | Group 2 | Hospitality | 1998.0 | 309100.0 | 2013.0 | Residential - Mixed Housing Suburban Zone | Residential | 18.0 | NSC_541 | Residential 4A | Residential | NaN | NaN | NaN | 174.776049 | -36.777408 | POINT (1758492.556 5928349.050) | False | 225 state | 2/225 state highway 17 albany | 6677382 | [4/245 hurstmere, 1/245 hurstmere, 2/245 hurst... | [4/245 Hurstmere Road, Takapuna, Auckland, 1/2... | NaN |
| 195108 | 73831.0 | Jul 01, 2001 12:00:00 AM | Apr 01, 2002 12:00:00 AM | 2/13A | GLENGARRY RD | GLEN EDEN | Waitakere Ranges | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 46.0 | 35000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 284305.0 | 2013.0 | Residential - Mixed Housing Suburban Zone | Residential | 18.0 | WCC_9 | Living 2 | Residential | NaN | NaN | NaN | 174.647863 | -36.919458 | POINT (1746780.540 5912794.229) | False | 13a glengarry | 2/13a glengarry rd glen eden | 7068706 | [13a glengarry] | [13A Glengarry Road, Glen Eden, Auckland] | 2.0 |
| 195692 | 73246.0 | Jun 01, 2001 12:00:00 AM | Apr 01, 2002 12:00:00 AM | 2/12 | O'NEILLS RD | SWANSON | Henderson - Massey | New Factories | 1481.0 | 648.0 | 200000.0 | 1.0 | Business | NaN | Group 1 | Factories/Warehouses | 1998.0 | 238200.0 | 2013.0 | Business - Light Industry Zone | Business | 17.0 | WCC_19 | Working | Business | Industrial | NaN | NaN | 174.588298 | -36.865662 | POINT (1741573.901 5918852.579) | False | 12 o'neills | 2/12 o'neills rd swanson | 6599882 | [12 o'neills] | [12 O'Neills Road, Swanson, Auckland] | 2.0 |
| 196722 | 72215.0 | Apr 01, 2001 12:00:00 AM | Apr 01, 2002 12:00:00 AM | 1/10 | SARAWIA ST | NEWMARKET | Waitemata | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 327.0 | 300000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 450800.0 | 2013.0 | Residential - Terrace Housing and Apartment Bu... | Residential | 8.0 | ACC_27 | Residential 7b | Residential | NaN | NaN | NaN | 174.781235 | -36.864495 | POINT (1758775.297 5918678.551) | False | 10 sarawia | 1/10 sarawia st newmarket | 4939733 | [10 sarawia] | [10 Sarawia Street, Newmarket, Auckland] | 2.0 |
| 196998 | 71930.0 | Mar 01, 2001 12:00:00 AM | Apr 01, 2001 12:00:00 AM | 3/126 | CLOVELLY RD | BUCKLANDS BEACH | Howick | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 323.0 | 300000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 676200.0 | 2013.0 | Residential - Mixed Housing Suburban Zone | Residential | 18.0 | MCC_MR | Main Residential | Residential | NaN | NaN | NaN | 174.908262 | -36.865109 | POINT (1770097.964 5918391.574) | False | 126 clovelly | 3/126 clovelly rd bucklands beach | 4943061 | [126 clovelly] | [126 Clovelly Road, Bucklands Beach, Auckland] | 2.0 |
| 197386 | 71466.0 | Feb 01, 2001 12:00:00 AM | Apr 01, 2001 12:00:00 AM | 2/5B | ESTUARY VIEWS | HOWICK | Howick | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 286.0 | 230000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 718003.0 | 2013.0 | Open Space - Conservation Zone | Public Open Space | 31.0 | MCC_POS5 | Public Open Space 5 | Other | NaN | NaN | NaN | 174.938240 | -36.917717 | POINT (1772651.834 5912500.958) | False | 5b estuary | 2/5b estuary views howick | 4777724 | [5b estuary] | [5B Estuary Views, Shelly Park, Auckland] | 2.0 |
| 197446 | 71406.0 | Feb 01, 2001 12:00:00 AM | Apr 01, 2001 12:00:00 AM | 2/817 | EAST COAST RD | BROWNS BAY | Hibiscus and Bays | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 165.0 | 190000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 160403.0 | 2013.0 | Residential - Mixed Housing Urban Zone | Residential | 60.0 | NSC_55 | Residential 5 | Residential | NaN | NaN | NaN | 174.727817 | -36.711555 | POINT (1754319.865 5935733.807) | False | 817 east | 2/817 east coast rd browns bay | 5023593 | [817a east, 817 east] | [817A East Coast Road, Northcross, Auckland, 8... | 2.0 |
| 197860 | 70672.0 | Jan 01, 2001 12:00:00 AM | Apr 01, 2001 12:00:00 AM | 1/16 | DILWORTH AVE | REMUERA | Orakei | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 290.0 | 240000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 491200.0 | 2013.0 | Residential - Mixed Housing Suburban Zone | Residential | 18.0 | ACC_24 | Residential 6a | Residential | NaN | NaN | NaN | 174.783996 | -36.876536 | POINT (1758996.516 5917338.031) | False | 16 dilworth | 1/16 dilworth ave remuera | 4945725 | [16 dilworth] | [16 Dilworth Avenue, Remuera, Auckland] | 2.0 |
| 197961 | 70544.0 | Dec 01, 2000 12:00:00 AM | Apr 01, 2001 12:00:00 AM | 3B/11 | PLUNKET AVE | PUHINUI | Otara - Papatoetoe | New Shops | 1451.0 | 14.0 | 9000.0 | 1.0 | Business | NaN | Group 2 | Retail | 1998.0 | 673402.0 | 2013.0 | Residential - Single House Zone | Residential | 19.0 | MCC_MR | Main Residential | Residential | NaN | NaN | NaN | 174.861481 | -36.988246 | POINT (1765660.880 5904812.173) | False | 11 plunket | 3b/11 plunket ave puhinui | 7231836 | [11 plunket] | [11 Plunket Avenue, Papatoetoe, Auckland] | 2.0 |
| 198080 | 70425.0 | Dec 01, 2000 12:00:00 AM | Apr 01, 2001 12:00:00 AM | 1/11 | ACACIA RD | BROWNS BAY | Hibiscus and Bays | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 142.0 | 80000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 163904.0 | 2013.0 | Residential - Mixed Housing Suburban Zone | Residential | 18.0 | NSC_542 | Residential 4B | Residential | NaN | NaN | NaN | 174.736651 | -36.708346 | POINT (1755115.430 5936075.554) | False | 11 acacia | 1/11 acacia rd browns bay | 5193245 | [11 acacia] | [11 Acacia Road, Torbay, Auckland] | 2.0 |
| 198598 | 70891.0 | Jan 01, 2001 12:00:00 AM | Apr 01, 2001 12:00:00 AM | 2/62 | MATIPO RD | MAIRANGI BAY | Hibiscus and Bays | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 260.0 | 165000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 150107.0 | 2013.0 | Residential - Mixed Housing Suburban Zone | Residential | 18.0 | NSC_542 | Residential 4B | Residential | NaN | NaN | NaN | 174.749381 | -36.746285 | POINT (1756175.602 5931845.778) | False | 62 matipo | 2/62 matipo rd mairangi bay | 6609103 | [62 matipo] | [62 Matipo Road, Mairangi Bay, Auckland] | 2.0 |
| 198603 | 70886.0 | Jan 01, 2001 12:00:00 AM | Apr 01, 2001 12:00:00 AM | 2/73 | BROWNS BAY RD | BROWNS BAY | Hibiscus and Bays | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 205.0 | 180000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 158000.0 | 2013.0 | Residential - Mixed Housing Urban Zone | Residential | 60.0 | NSC_542 | Residential 4B | Residential | NaN | NaN | NaN | 174.742251 | -36.722754 | POINT (1755586.573 5934467.993) | False | 73 browns | 2/73 browns bay rd browns bay | 4946494 | [73 browns] | [73 Browns Bay Road, Browns Bay, Auckland] | 2.0 |
| 198611 | 70878.0 | Jan 01, 2001 12:00:00 AM | Apr 01, 2001 12:00:00 AM | 1/19 | BAYSWATER AVE | BAYSWATER | Devonport - Takapuna | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 254.0 | 190000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 315900.0 | 2013.0 | Residential - Mixed Housing Suburban Zone | Residential | 18.0 | NSC_541 | Residential 4A | Residential | NaN | NaN | NaN | 174.771596 | -36.816143 | POINT (1758015.524 5924059.010) | False | 19 bayswater | 1/19 bayswater ave bayswater | 5069900 | [19 bayswater] | [19 Bayswater Avenue, Bayswater, Auckland] | 2.0 |
| 199690 | 69130.0 | Oct 01, 2000 12:00:00 AM | Apr 01, 2001 12:00:00 AM | 3/19 | EWINGTON AVE | MT EDEN | Albert - Eden | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 348.0 | 460000.0 | 2.0 | Residential | Detached | NaN | NaN | 1998.0 | 548102.0 | 2013.0 | Residential - Single House Zone | Residential | 19.0 | ACC_24 | Residential 6a | Residential | NaN | NaN | NaN | 174.752265 | -36.879179 | POINT (1756162.887 5917097.268) | False | 19 ewington | 3/19 ewington ave mt eden | 4925968 | [17a ewington, 15 ewington, 17 ewington, 19a e... | [17A Ewington Avenue, Mount Eden, Auckland, 15... | 2.0 |
| 200083 | 68848.0 | Sep 01, 2000 12:00:00 AM | Apr 01, 2001 12:00:00 AM | 1/78 | PORT ALBERT RD | WELLSFORD | Rodney | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 125.0 | 114000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 143100.0 | 2013.0 | Rural - Countryside Living Zone | Rural | 3.0 | RDC_3 | Countryside Living Town | Rural | NaN | NaN | NaN | 174.507816 | -36.290167 | POINT (1735401.008 5982812.331) | False | 78 port | 1/78 port albert rd wellsford | 6600014 | [78 port] | [78 Port Albert Road, Wellsford] | 2.0 |
| 200833 | 68097.0 | Aug 01, 2000 12:00:00 AM | Apr 01, 2001 12:00:00 AM | 3/40 | WEATHERLY RD | TORBAY | Hibiscus and Bays | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 108.0 | 80000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 165602.0 | 2013.0 | Residential - Single House Zone | Residential | 19.0 | NSC_522 | Residential 2B | Residential | NaN | NaN | NaN | 174.743427 | -36.702261 | POINT (1755732.935 5936739.619) | False | 40 weatherly | 3/40 weatherly rd torbay | 4960282 | [40e weatherly] | [40E Weatherly Road, Torbay, Auckland] | NaN |
| 200857 | 68073.0 | Aug 01, 2000 12:00:00 AM | Apr 01, 2001 12:00:00 AM | 1/14 | PUPUKE RD | TAKAPUNA | Devonport - Takapuna | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 187.0 | 165000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 305000.0 | 2013.0 | Residential - Terrace Housing and Apartment Bu... | Residential | 8.0 | NSC_561 | Residential 6A | Residential | NaN | Lake Pupuke Drive, Takapuna | Lake Pupuke Drive, Takapuna | 174.763794 | -36.789124 | POINT (1757374.842 5927069.504) | False | 14 pupuke | 1/14 pupuke rd takapuna | 4985726 | [14 lake] | [14 Lake Pupuke Drive, Takapuna, Auckland] | NaN |
| 200880 | 68050.0 | Aug 01, 2000 12:00:00 AM | Apr 01, 2001 12:00:00 AM | 3/817 | EAST COAST RD | BROWNS BAY | Hibiscus and Bays | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 287.0 | 202000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 160403.0 | 2013.0 | Residential - Mixed Housing Urban Zone | Residential | 60.0 | NSC_55 | Residential 5 | Residential | NaN | NaN | NaN | 174.727817 | -36.711555 | POINT (1754319.865 5935733.807) | False | 817 east | 3/817 east coast rd browns bay | 5023593 | [817a east, 817 east] | [817A East Coast Road, Northcross, Auckland, 8... | 2.0 |
| 201765 | 67083.0 | Jun 01, 2000 12:00:00 AM | Apr 01, 2001 12:00:00 AM | 1/342 | BEACH RD | MAIRANGI BAY | Hibiscus and Bays | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 223.0 | 160000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 149700.0 | 2013.0 | Residential - Mixed Housing Suburban Zone | Residential | 18.0 | NSC_542 | Residential 4B | Residential | NaN | NaN | NaN | 174.754709 | -36.741964 | POINT (1756660.114 5932316.518) | False | 342 beach | 1/342 beach rd mairangi bay | 5072867 | [342 beach] | [342 Beach Road, Mairangi Bay, Auckland] | 2.0 |
| 201770 | 67078.0 | Jun 01, 2000 12:00:00 AM | Apr 01, 2001 12:00:00 AM | 1/18 | PHILSON TERRACE | BROWNS BAY | Hibiscus and Bays | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 181.0 | 187200.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 158000.0 | 2013.0 | Residential - Mixed Housing Urban Zone | Residential | 60.0 | NSC_5621 | Residential 6B1 | Residential | NaN | NaN | NaN | 174.743728 | -36.720906 | POINT (1755722.208 5934670.676) | False | 18 philson | 1/18 philson terrace browns bay | 5043522 | [18 philson] | [18 Philson Terrace, Browns Bay, Auckland] | 2.0 |
| 201773 | 67075.0 | Jun 01, 2000 12:00:00 AM | Apr 01, 2001 12:00:00 AM | 2/18 | PHILSON TERRACE | BROWNS BAY | Hibiscus and Bays | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 184.0 | 190200.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 158000.0 | 2013.0 | Residential - Mixed Housing Urban Zone | Residential | 60.0 | NSC_5621 | Residential 6B1 | Residential | NaN | NaN | NaN | 174.743728 | -36.720906 | POINT (1755722.208 5934670.676) | False | 18 philson | 2/18 philson terrace browns bay | 5043522 | [18 philson] | [18 Philson Terrace, Browns Bay, Auckland] | 2.0 |
| 201794 | 67054.0 | Jun 01, 2000 12:00:00 AM | Apr 01, 2001 12:00:00 AM | 1/69B | KOWHAI RD | MAIRANGI BAY | Hibiscus and Bays | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 243.0 | 255000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 150106.0 | 2013.0 | Residential - Mixed Housing Suburban Zone | Residential | 18.0 | NSC_542 | Residential 4B | Residential | NaN | NaN | NaN | 174.751855 | -36.744728 | POINT (1756399.675 5932014.466) | False | 69b kowhai | 1/69b kowhai rd mairangi bay | 5012998 | [69b kowhai] | [69B Kowhai Road, Mairangi Bay, Auckland] | 2.0 |
| 201795 | 67053.0 | Jun 01, 2000 12:00:00 AM | Apr 01, 2001 12:00:00 AM | 2/69B | KOWHAI RD | MAIRANGI BAY | Hibiscus and Bays | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 242.0 | 255000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 150106.0 | 2013.0 | Residential - Mixed Housing Suburban Zone | Residential | 18.0 | NSC_542 | Residential 4B | Residential | NaN | NaN | NaN | 174.751855 | -36.744728 | POINT (1756399.675 5932014.466) | False | 69b kowhai | 2/69b kowhai rd mairangi bay | 5012998 | [69b kowhai] | [69B Kowhai Road, Mairangi Bay, Auckland] | 2.0 |
| 202283 | 66719.0 | May 01, 2000 12:00:00 AM | Apr 01, 2001 12:00:00 AM | 1/13 | ARCHERS RD | GLENFIELD | Kaipatiki | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 95.0 | 80000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 205100.0 | 2013.0 | Residential - Mixed Housing Suburban Zone | Residential | 18.0 | NSC_541 | Residential 4A | Residential | NaN | NaN | NaN | 174.727777 | -36.790580 | POINT (1754158.054 5926966.587) | False | 13 archers | 1/13 archers rd glenfield | 4910965 | [13 archers] | [13 Archers Road, Hillcrest, Auckland] | 2.0 |
| 202550 | 66062.0 | Apr 01, 2000 12:00:00 AM | Apr 01, 2001 12:00:00 AM | 3/87 | SEAVIEW RD | GLENFIELD | Kaipatiki | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 140.0 | 80000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 187404.0 | 2013.0 | Residential - Mixed Housing Suburban Zone | Residential | 18.0 | NSC_541 | Residential 4A | Residential | NaN | NaN | NaN | 174.709837 | -36.787022 | POINT (1752564.263 5927390.093) | False | 87 seaview | 3/87 seaview rd glenfield | 7562095 | [85a seaview, 85 seaview, 87 seaview] | [85A Seaview Road, Glenfield, Auckland, 85 Sea... | 2.0 |
| 202675 | 66038.0 | Apr 01, 2000 12:00:00 AM | Apr 01, 2001 12:00:00 AM | 2/62 | ARRAN RD | PINEHILL | Hibiscus and Bays | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 201.0 | 150000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 156301.0 | 2013.0 | Residential - Mixed Housing Suburban Zone | Residential | 18.0 | NSC_542 | Residential 4B | Residential | NaN | NaN | NaN | 174.736054 | -36.722717 | POINT (1755033.212 5934482.153) | False | 62 arran | 2/62 arran rd pinehill | 6579421 | [62c arran] | [62C Arran Road, Browns Bay, Auckland] | NaN |
| 202676 | 66024.0 | Apr 01, 2000 12:00:00 AM | Apr 01, 2001 12:00:00 AM | 2/109 | ARRAN RD | PINEHILL | Hibiscus and Bays | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 281.0 | 210000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 158904.0 | 2013.0 | Residential - Mixed Housing Suburban Zone | Residential | 18.0 | NSC_542 | Residential 4B | Residential | NaN | NaN | NaN | 174.732290 | -36.724605 | POINT (1754693.173 5934278.817) | False | 109 arran | 2/109 arran rd pinehill | 6558481 | [109 arran] | [109 Arran Road, Browns Bay, Auckland] | 2.0 |
| 202855 | 65959.0 | Apr 01, 2000 12:00:00 AM | Apr 01, 2001 12:00:00 AM | 1/22 | BAY ST | RED BEACH | Hibiscus and Bays | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 171.0 | 140000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 173119.0 | 2013.0 | Residential - Mixed Housing Urban Zone | Residential | 60.0 | RDC_24 | Residential High Intensi | Residential | NaN | NaN | NaN | 174.699779 | -36.605200 | POINT (1752024.437 5947577.688) | False | 22 bay | 1/22 bay st red beach | 4982804 | [22 bay, 22b bay] | [22 Bay Vista Drive, Red Beach, 22B Bay Vista ... | 2.0 |
| 202874 | 65921.0 | Apr 01, 2000 12:00:00 AM | Apr 01, 2001 12:00:00 AM | 2/45 | GIBRALTAR ST | HOWICK | Howick | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 127.0 | 100000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 649400.0 | 2013.0 | Residential - Mixed Housing Urban Zone | Residential | 60.0 | MCC_MR | Main Residential | Residential | NaN | NaN | NaN | 174.929778 | -36.901665 | POINT (1771934.115 5914297.223) | False | 45 gibraltar | 2/45 gibraltar st howick | 4697115 | [45 gibraltar] | [45 Gibraltar Street, Howick, Auckland] | 2.0 |
| 203484 | 65362.0 | Mar 01, 2000 12:00:00 AM | Apr 01, 2000 12:00:00 AM | 1/59 | MOUNTBATTEN AVE | HILLCREST | Kaipatiki | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 107.0 | 110000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 205500.0 | 2013.0 | Residential - Mixed Housing Suburban Zone | Residential | 18.0 | NSC_541 | Residential 4A | Residential | NaN | NaN | NaN | 174.729460 | -36.793920 | POINT (1754301.520 5926593.354) | False | 59 mountbatten | 1/59 mountbatten ave hillcrest | 5066158 | [59 mountbatten] | [59 Mountbatten Avenue, Hillcrest, Auckland] | 2.0 |
| 203487 | 65359.0 | Mar 01, 2000 12:00:00 AM | Apr 01, 2000 12:00:00 AM | 1/77 | BRUCE RD | GLENFIELD | Kaipatiki | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 135.0 | 120000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 198702.0 | 2013.0 | Residential - Mixed Housing Urban Zone | Residential | 60.0 | NSC_541 | Residential 4A | Residential | NaN | NaN | NaN | 174.737114 | -36.776791 | POINT (1755018.942 5928481.315) | False | 77 bruce | 1/77 bruce rd glenfield | 4936506 | [77 bruce] | [77 Bruce Road, Glenfield, Auckland] | 2.0 |
| 203539 | 65307.0 | Mar 01, 2000 12:00:00 AM | Apr 01, 2000 12:00:00 AM | 1/16 | VALLEY RD | BROWNS BAY | Hibiscus and Bays | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 333.0 | 249000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 162200.0 | 2013.0 | Residential - Mixed Housing Suburban Zone | Residential | 18.0 | NSC_542 | Residential 4B | Residential | NaN | NaN | NaN | 174.747575 | -36.712665 | POINT (1756082.432 5935578.608) | False | 16 valley | 1/16 valley rd browns bay | 4906519 | [16b valley] | [16B Valley Road, Browns Bay, Auckland] | NaN |
| 203905 | 64691.0 | Feb 01, 2000 12:00:00 AM | Apr 01, 2000 12:00:00 AM | 1/134 | HIBISCUS COAST HIGHWAY | SILVERDALE | Hibiscus and Bays | Resited Houses | 3303.0 | 115.0 | 48000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 172603.0 | 2013.0 | Residential - Single House Zone | Residential | 19.0 | RDC_27 | Residential Medium Inten | Residential | NaN | NaN | NaN | 174.689395 | -36.603844 | POINT (1751098.309 5947744.541) | False | 134 hibiscus | 1/134 hibiscus coast highway silverdale | 6651963 | [134 hibiscus, 1 veronica] | [134 Hibiscus Coast Highway, Red Beach, 1 Vero... | 2.0 |
| 206699 | 151875.0 | Jul 01, 2014 12:00:00 AM | Mar 01, 2015 12:00:00 AM | 2/42A | SEAVIEW RD | CASTOR BAY | Devonport - Takapuna | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 377.0 | 590000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 313400.0 | 2013.0 | Residential - Mixed Housing Suburban Zone | Residential | 18.0 | NSC_541 | Residential 4A | Residential | NaN | NaN | NaN | 174.761845 | -36.764401 | POINT (1757251.438 5929815.559) | False | 42a seaview | 2/42a seaview rd castor bay | 4881309 | [42a seaview, 1/42a seaview, 1/1 seaview] | [42A Seaview Road, Castor Bay, Auckland, 1/42A... | 2.0 |
maybe_subdivision.update(matches)
maybe_subdivision.LINZ_MATCH_CODE.value_counts(dropna=False)
/home/ubuntu/miniconda3/envs/house-upzone/lib/python3.9/site-packages/geopandas/geodataframe.py:1322: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame. Try using .loc[row_indexer,col_indexer] = value instead See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy super(GeoDataFrame, self).__setitem__(key, value)
1.0 730 NaN 643 2.0 223 Name: LINZ_MATCH_CODE, dtype: int64
matches = maybe_subdivision[pd.isna(maybe_subdivision["LINZ_MATCH_CODE"]) & maybe_subdivision.number_name.isin(number_name_lookup.keys())].progress_apply(find_text_match, axis=1)
maybe_subdivision.update(matches)
maybe_subdivision.LINZ_MATCH_CODE.value_counts(dropna=False)
1.0 730 NaN 496 2.0 223 3.0 147 Name: LINZ_MATCH_CODE, dtype: int64
maybe_subdivision
| OBS | CONSENT_DATE | MARCH_YEAR | ADDRESS_1 | ADDRESS_2 | ADDRESS_3 | LB_Name | BUILDING_TYPE_NAME | BUILDING_TYPE_CODE | FLOOR_AREA | VALUE | BUILDINGS | Building_Type_Group | Residential_Type | Business_Group | Business_Category | Type_Class_Year | MBCODE | MBYEAR | AUP_BaseZone | AUP_BaseZone_Group | ZONE | ZONE_ID | ZONE_NAME | ZONE_TYPE | BUSINESS_TYPE | PlanAreaName | SHA_Name_154 | X_Coordinate | Y_Coordinate | geometry | Ranged_Address_indicator | number_name | full_address | LINZ_parcel_ID | addresses | full_addresses | LINZ_MATCH_CODE | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 10342 | 212327.0 | Mar 01, 2020 12:00:00 AM | Mar 01, 2020 12:00:00 AM | 27033/1 Railway Land | Panmure | Auckland | Maungakiekie - Tamaki | Non-building construction | 3111.0 | 0.0 | 45000.0 | 1.0 | Other | NaN | NaN | NaN | 2014.0 | 628100.0 | 2013.0 | Strategic Transport Corridor Zone | General | 26.0 | ACC_34 | Special Purpose 3 | Other | NaN | NaN | NaN | 174.849439 | -36.898071 | POINT (1764783.299 5914837.829) | False | 1 railway | 27033/1 railway land panmure auckland | 5129366.0 | [1 railway, 3 railway] | [1 Railway Street, Helensville, 3 Railway Stre... | 3.0 |
| 17380 | 200118.0 | Jul 01, 2019 12:00:00 AM | Mar 01, 2020 12:00:00 AM | 57F/3 FOREST HILL ROAD | Henderson | Auckland | Henderson - Massey | Houses | 1111.0 | 139.0 | 287000.0 | 1.0 | Residential | Detached | NaN | NaN | 2014.0 | 281403.0 | 2013.0 | Residential - Single House Zone | Residential | 19.0 | WCC_7 | Living | Residential | NaN | NaN | NaN | 174.615666 | -36.898033 | POINT (1743952.714 5915220.304) | False | 3 forest | 57f/3 forest hill road henderson auckland | 8096656.0 | [3 forest] | [3 Forest Glen, Orewa] | 3.0 |
| 17381 | 200119.0 | Jul 01, 2019 12:00:00 AM | Mar 01, 2020 12:00:00 AM | 57F/1 FOREST HILL ROAD | Henderson | Auckland | Henderson - Massey | Houses | 1111.0 | 139.0 | 287000.0 | 4.0 | Residential | Detached | NaN | NaN | 2014.0 | 281403.0 | 2013.0 | Residential - Single House Zone | Residential | 19.0 | WCC_7 | Living | Residential | NaN | NaN | NaN | 174.616060 | -36.898146 | POINT (1743987.636 5915207.207) | False | 1 forest | 57f/1 forest hill road henderson auckland | 5001958.0 | [1a forest, 1 forest] | [1A Forest Glen, Orewa, 1 Forest Glen, Orewa] | 3.0 |
| 28789 | 182824.0 | Jul 01, 2018 12:00:00 AM | Mar 01, 2019 12:00:00 AM | 1/334 GLENBROOK ROAD | PUKEKOHE | Auckland | Franklin | Houses | 1111.0 | 649.0 | 1000000.0 | 1.0 | Residential | Detached | NaN | NaN | 2014.0 | 809900.0 | 2013.0 | Rural - Rural Production Zone | Rural | 16.0 | FDC_11 | Rural | Rural | NaN | NaN | NaN | 174.849579 | -37.149424 | POINT (1764253.487 5886949.969) | False | 334 glenbrook | 1/334 glenbrook road pukekohe auckland | 7670282 | [2 homestead] | [2 Homestead Hill Lane, Kingseat] | NaN |
| 31969 | 178214.0 | Mar 01, 2018 12:00:00 AM | Mar 01, 2018 12:00:00 AM | 1/9 Willis Street | Torbay | Auckland | Hibiscus and Bays | Houses | 1111.0 | 205.0 | 850000.0 | 1.0 | Residential | Detached | NaN | NaN | 2014.0 | 169300.0 | 2013.0 | Residential - Mixed Housing Suburban Zone | Residential | 18.0 | NSC_542 | Residential 4B | Residential | NaN | NaN | NaN | 174.752834 | -36.694378 | POINT (1756589.283 5937598.844) | False | 9 willis | 1/9 willis street torbay auckland | 7960429.0 | [9 willis] | [9 Willis Street, Torbay, Auckland] | 2.0 |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 205072 | 78099.0 | Feb 01, 2002 12:00:00 AM | Apr 01, 2002 12:00:00 AM | 2/40 | ELLIS AVE | MT ROSKILL | Puketapapa | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 262.0 | 200000.0 | 2.0 | Residential | Detached | NaN | NaN | 1998.0 | 584402.0 | 2013.0 | Residential - Mixed Housing Suburban Zone | Residential | 18.0 | ACC_24 | Residential 6a | Residential | NaN | NaN | NaN | 174.720303 | -36.913598 | POINT (1753245.253 5913330.470) | False | 40 ellis | 2/40 ellis ave mt roskill | 4903343 | [40b ellis, 40a ellis, 40 ellis, 42 ellis] | [40B Ellis Avenue, Mount Roskill, Auckland, 40... | 1.0 |
| 205580 | 148687.0 | Jan 01, 2014 12:00:00 AM | Mar 01, 2014 12:00:00 AM | 2/76 | GLAMORGAN DR | TORBAY | Hibiscus and Bays | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 247.0 | 370500.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 165300.0 | 2013.0 | Residential - Single House Zone | Residential | 19.0 | NSC_542 | Residential 4B | Residential | NaN | NaN | NaN | 174.742102 | -36.701771 | POINT (1755615.610 5936796.169) | False | 76 glamorgan | 2/76 glamorgan dr torbay | 5189573 | [76b glamorgan, 76c glamorgan, 76 glamorgan, 7... | [76B Glamorgan Drive, Torbay, Auckland, 76C Gl... | 1.0 |
| 206204 | 150759.0 | May 01, 2014 12:00:00 AM | Mar 01, 2015 12:00:00 AM | 2/55 | ARAWA ST | NaN | Whau | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 225.0 | 320000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 269400.0 | 2013.0 | Residential - Terrace Housing and Apartment Bu... | Residential | 8.0 | WCC_8 | Living 1 | Residential | NaN | New Lynn Strategic Area | New Lynn - Strategic Area | 174.670965 | -36.910209 | POINT (1748856.499 5913784.605) | False | 55 arawa | 2/55 arawa st | 8132319 | [55a arawa] | [55A Arawa Street, New Lynn, Auckland] | NaN |
| 206234 | 150729.0 | May 01, 2014 12:00:00 AM | Mar 01, 2015 12:00:00 AM | 3B/12 | SEAWAY RD | NaN | Franklin | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 23.0 | 45000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 810605.0 | 2013.0 | Business - Neighbourhood Centre Zone | Business | 44.0 | FDC_19 | Village Business | Business | Commercial | NaN | NaN | 174.701889 | -37.135781 | POINT (1751163.814 5888709.273) | False | 12 seaway | 3b/12 seaway rd | 6728635 | [14 seaway, 12 seaway] | [14 Seaway Road, Clarks Beach, 12 Seaway Road,... | 1.0 |
| 206699 | 151875.0 | Jul 01, 2014 12:00:00 AM | Mar 01, 2015 12:00:00 AM | 2/42A | SEAVIEW RD | CASTOR BAY | Devonport - Takapuna | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 377.0 | 590000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 313400.0 | 2013.0 | Residential - Mixed Housing Suburban Zone | Residential | 18.0 | NSC_541 | Residential 4A | Residential | NaN | NaN | NaN | 174.761845 | -36.764401 | POINT (1757251.438 5929815.559) | False | 42a seaview | 2/42a seaview rd castor bay | 4881309.0 | [42a seaview, 1/42a seaview, 1/1 seaview] | [42A Seaview Road, Castor Bay, Auckland, 1/42A... | 2.0 |
1596 rows × 38 columns
maybe_subdivision.LINZ_MATCH_CODE = maybe_subdivision.LINZ_MATCH_CODE.replace({1: 4, 2: 5, 3: 6})
maybe_subdivision.LINZ_MATCH_CODE.value_counts()
/home/ubuntu/miniconda3/envs/house-upzone/lib/python3.9/site-packages/geopandas/geodataframe.py:1322: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame. Try using .loc[row_indexer,col_indexer] = value instead See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy super(GeoDataFrame, self).__setitem__(key, value)
4.0 730 5.0 223 6.0 147 Name: LINZ_MATCH_CODE, dtype: int64
df.update(maybe_subdivision)
maybe_subdivision = df[
df.number_name.str.contains("[0-9][a-zA-Z] ") &
pd.isna(df.LINZ_MATCH_CODE) &
(df.Ranged_Address_indicator == False)
]
maybe_subdivision
| OBS | CONSENT_DATE | MARCH_YEAR | ADDRESS_1 | ADDRESS_2 | ADDRESS_3 | LB_Name | BUILDING_TYPE_NAME | BUILDING_TYPE_CODE | FLOOR_AREA | VALUE | BUILDINGS | Building_Type_Group | Residential_Type | Business_Group | Business_Category | Type_Class_Year | MBCODE | MBYEAR | AUP_BaseZone | AUP_BaseZone_Group | ZONE | ZONE_ID | ZONE_NAME | ZONE_TYPE | BUSINESS_TYPE | PlanAreaName | SHA_Name_154 | X_Coordinate | Y_Coordinate | geometry | Ranged_Address_indicator | number_name | full_address | LINZ_parcel_ID | addresses | full_addresses | LINZ_MATCH_CODE | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 362 | 228135.0 | Feb 01, 2021 12:00:00 AM | Mar 01, 2020 12:00:00 AM | 31F FRASER AVENUE | Northcote | Auckland | Kaipatiki | Non-building construction | 3111.0 | 0.0 | NaN | 1.0 | Other | NaN | NaN | NaN | 2014.0 | 364900.0 | 2013.0 | Residential - Terrace Housing and Apartment Bu... | Residential | 8.0 | NSC_541 | Residential 4A | Residential | NaN | Northcote Strategic Area | Northcote Strategic Area | 174.747281 | -36.797080 | POINT (1755885.243 5926213.817) | False | 31f fraser | 31f fraser avenue northcote auckland | 8067855 | [31 fraser] | [31 Fraser Avenue, Northcote, Auckland] | NaN |
| 466 | 228408.0 | Feb 01, 2021 12:00:00 AM | Mar 01, 2020 12:00:00 AM | 2A TRURO ROAD | Sandringham | Auckland | Albert - Eden | Apartments | 1121.0 | 0.0 | NaN | 0.0 | Residential | Attached | NaN | NaN | 2014.0 | 537200.0 | 2013.0 | Residential - Terrace Housing and Apartment Bu... | Residential | 8.0 | ACC_24 | Residential 6a | Residential | NaN | NaN | NaN | 174.739554 | -36.882790 | POINT (1755022.621 5916717.367) | False | 2a truro | 2a truro road sandringham auckland | 7478849 | [102/2a truro, 502/2a truro, 501/2a truro, 402... | [102/2A Truro Road, Sandringham, Auckland, 502... | NaN |
| 604 | 228653.0 | Feb 01, 2021 12:00:00 AM | Mar 01, 2020 12:00:00 AM | 125C MURPHYS ROAD | Flat Bush | Auckland | Howick | Townhouses, flats, units, and other dwellings | 1129.0 | 98.0 | NaN | 1.0 | Residential | Attached | NaN | NaN | 2014.0 | 713501.0 | 2013.0 | Residential - Mixed Housing Urban Zone | Residential | 60.0 | MCC_S1 | Future Development Stage | Special | NaN | Flat Bush Strategic Area | Flat Bush Strategic Area | 174.921127 | -36.984668 | POINT (1770977.570 5905103.596) | False | 125c murphys | 125c murphys road flat bush auckland | 7849289 | [121 murphys] | [121 Murphys Road, Flat Bush, Auckland] | NaN |
| 605 | 228654.0 | Feb 01, 2021 12:00:00 AM | Mar 01, 2020 12:00:00 AM | 125C MURPHYS ROAD | Flat Bush | Auckland | Howick | Townhouses, flats, units, and other dwellings | 1129.0 | 0.0 | NaN | 0.0 | Residential | Attached | NaN | NaN | 2014.0 | 713501.0 | 2013.0 | Residential - Mixed Housing Urban Zone | Residential | 60.0 | MCC_S1 | Future Development Stage | Special | NaN | Flat Bush Strategic Area | Flat Bush Strategic Area | 174.921127 | -36.984668 | POINT (1770977.570 5905103.596) | False | 125c murphys | 125c murphys road flat bush auckland | 7849289 | [121 murphys] | [121 Murphys Road, Flat Bush, Auckland] | NaN |
| 606 | 228655.0 | Feb 01, 2021 12:00:00 AM | Mar 01, 2020 12:00:00 AM | 125C MURPHYS ROAD | Flat Bush | Auckland | Howick | Townhouses, flats, units, and other dwellings | 1129.0 | 0.0 | NaN | 0.0 | Residential | Attached | NaN | NaN | 2014.0 | 713501.0 | 2013.0 | Residential - Mixed Housing Urban Zone | Residential | 60.0 | MCC_S1 | Future Development Stage | Special | NaN | Flat Bush Strategic Area | Flat Bush Strategic Area | 174.921127 | -36.984668 | POINT (1770977.570 5905103.596) | False | 125c murphys | 125c murphys road flat bush auckland | 7849289 | [121 murphys] | [121 Murphys Road, Flat Bush, Auckland] | NaN |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 207088 | 151485.0 | Jul 01, 2014 12:00:00 AM | Mar 01, 2015 12:00:00 AM | 398S | WEYMOUTH RD | WEYMOUTH | Manurewa | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 147.0 | 183000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 773813.0 | 2013.0 | Road | General | 27.0 | MCC_MR | Main Residential | Residential | NaN | NaN | NaN | 174.866009 | -37.039187 | POINT (1765952.998 5899152.369) | False | 398s weymouth | 398s weymouth rd weymouth | 5260612 | NaN | NaN | NaN |
| 207113 | 151460.0 | Jul 01, 2014 12:00:00 AM | Mar 01, 2015 12:00:00 AM | 398S | WEYMOUTH RD | WEYMOUTH | Manurewa | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 151.0 | 215000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 773813.0 | 2013.0 | Road | General | 27.0 | MCC_MR | Main Residential | Residential | NaN | NaN | NaN | 174.866009 | -37.039187 | POINT (1765952.998 5899152.369) | False | 398s weymouth | 398s weymouth rd weymouth | 5260612 | NaN | NaN | NaN |
| 207116 | 151457.0 | Jul 01, 2014 12:00:00 AM | Mar 01, 2015 12:00:00 AM | 398S | WEYMOUTH RD | WEYMOUTH | Manurewa | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 154.0 | 198000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 773813.0 | 2013.0 | Road | General | 27.0 | MCC_MR | Main Residential | Residential | NaN | NaN | NaN | 174.866009 | -37.039187 | POINT (1765952.998 5899152.369) | False | 398s weymouth | 398s weymouth rd weymouth | 5260612 | NaN | NaN | NaN |
| 207120 | 151453.0 | Jul 01, 2014 12:00:00 AM | Mar 01, 2015 12:00:00 AM | 398S | WEYMOUTH RD | WEYMOUTH | Manurewa | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 154.0 | 198000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 773813.0 | 2013.0 | Road | General | 27.0 | MCC_MR | Main Residential | Residential | NaN | NaN | NaN | 174.866009 | -37.039187 | POINT (1765952.998 5899152.369) | False | 398s weymouth | 398s weymouth rd weymouth | 5260612 | NaN | NaN | NaN |
| 207154 | 151419.0 | Jul 01, 2014 12:00:00 AM | Mar 01, 2015 12:00:00 AM | 253S | BUCKLAND RD | MANGERE EAST | Mangere - Otahuhu | New Schools - excludes school hostels | 1431.0 | 685.0 | 2362000.0 | 1.0 | Other | NaN | NaN | NaN | 1998.0 | 735100.0 | 2013.0 | Road | General | 27.0 | NaN | NaN | NaN | NaN | NaN | NaN | 174.818644 | -36.967455 | POINT (1761892.306 5907192.496) | False | 253s buckland | 253s buckland rd mangere east | 4852120 | NaN | NaN | NaN |
1959 rows × 38 columns
def strip_char(s):
number, name = s.split()
number = "".join([c for c in number if c.isnumeric()])
return number + " " + name
maybe_subdivision.number_name = maybe_subdivision.number_name.apply(strip_char)
/home/ubuntu/miniconda3/envs/house-upzone/lib/python3.9/site-packages/geopandas/geodataframe.py:1322: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame. Try using .loc[row_indexer,col_indexer] = value instead See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy super(GeoDataFrame, self).__setitem__(key, value)
def check_match(row):
if row.number_name in row.addresses:
return 1
return np.nan
match = maybe_subdivision[~pd.isna(maybe_subdivision.addresses)].apply(check_match, axis=1)
maybe_subdivision.LINZ_MATCH_CODE = match
match.value_counts(dropna=False)
NaN 924 1.0 699 dtype: int64
matches = maybe_subdivision[
pd.isna(match) &
maybe_subdivision.number_name.isin(number_name_lookup.keys())].progress_apply(find_match_in_range, axis=1)
maybe_subdivision.update(matches)
maybe_subdivision.LINZ_MATCH_CODE.value_counts(dropna=False)
NaN 795 1.0 699 2.0 465 Name: LINZ_MATCH_CODE, dtype: int64
matches = maybe_subdivision[pd.isna(maybe_subdivision["LINZ_MATCH_CODE"]) & maybe_subdivision.number_name.isin(number_name_lookup.keys())].progress_apply(find_text_match, axis=1)
maybe_subdivision.update(matches)
maybe_subdivision.LINZ_MATCH_CODE.value_counts(dropna=False)
1.0 699 2.0 465 NaN 442 3.0 353 Name: LINZ_MATCH_CODE, dtype: int64
maybe_subdivision
| OBS | CONSENT_DATE | MARCH_YEAR | ADDRESS_1 | ADDRESS_2 | ADDRESS_3 | LB_Name | BUILDING_TYPE_NAME | BUILDING_TYPE_CODE | FLOOR_AREA | VALUE | BUILDINGS | Building_Type_Group | Residential_Type | Business_Group | Business_Category | Type_Class_Year | MBCODE | MBYEAR | AUP_BaseZone | AUP_BaseZone_Group | ZONE | ZONE_ID | ZONE_NAME | ZONE_TYPE | BUSINESS_TYPE | PlanAreaName | SHA_Name_154 | X_Coordinate | Y_Coordinate | geometry | Ranged_Address_indicator | number_name | full_address | LINZ_parcel_ID | addresses | full_addresses | LINZ_MATCH_CODE | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 362 | 228135.0 | Feb 01, 2021 12:00:00 AM | Mar 01, 2020 12:00:00 AM | 31F FRASER AVENUE | Northcote | Auckland | Kaipatiki | Non-building construction | 3111.0 | 0.0 | NaN | 1.0 | Other | NaN | NaN | NaN | 2014.0 | 364900.0 | 2013.0 | Residential - Terrace Housing and Apartment Bu... | Residential | 8.0 | NSC_541 | Residential 4A | Residential | NaN | Northcote Strategic Area | Northcote Strategic Area | 174.747281 | -36.797080 | POINT (1755885.243 5926213.817) | False | 31 fraser | 31f fraser avenue northcote auckland | 8067855 | [31 fraser] | [31 Fraser Avenue, Northcote, Auckland] | 1.0 |
| 466 | 228408.0 | Feb 01, 2021 12:00:00 AM | Mar 01, 2020 12:00:00 AM | 2A TRURO ROAD | Sandringham | Auckland | Albert - Eden | Apartments | 1121.0 | 0.0 | NaN | 0.0 | Residential | Attached | NaN | NaN | 2014.0 | 537200.0 | 2013.0 | Residential - Terrace Housing and Apartment Bu... | Residential | 8.0 | ACC_24 | Residential 6a | Residential | NaN | NaN | NaN | 174.739554 | -36.882790 | POINT (1755022.621 5916717.367) | False | 2 truro | 2a truro road sandringham auckland | 5086449.0 | [2 truro] | [2 Truro Road, Sandringham, Auckland] | 2.0 |
| 604 | 228653.0 | Feb 01, 2021 12:00:00 AM | Mar 01, 2020 12:00:00 AM | 125C MURPHYS ROAD | Flat Bush | Auckland | Howick | Townhouses, flats, units, and other dwellings | 1129.0 | 98.0 | NaN | 1.0 | Residential | Attached | NaN | NaN | 2014.0 | 713501.0 | 2013.0 | Residential - Mixed Housing Urban Zone | Residential | 60.0 | MCC_S1 | Future Development Stage | Special | NaN | Flat Bush Strategic Area | Flat Bush Strategic Area | 174.921127 | -36.984668 | POINT (1770977.570 5905103.596) | False | 125 murphys | 125c murphys road flat bush auckland | 7849288.0 | [125 murphys] | [125 Murphys Road, Flat Bush, Auckland] | 2.0 |
| 605 | 228654.0 | Feb 01, 2021 12:00:00 AM | Mar 01, 2020 12:00:00 AM | 125C MURPHYS ROAD | Flat Bush | Auckland | Howick | Townhouses, flats, units, and other dwellings | 1129.0 | 0.0 | NaN | 0.0 | Residential | Attached | NaN | NaN | 2014.0 | 713501.0 | 2013.0 | Residential - Mixed Housing Urban Zone | Residential | 60.0 | MCC_S1 | Future Development Stage | Special | NaN | Flat Bush Strategic Area | Flat Bush Strategic Area | 174.921127 | -36.984668 | POINT (1770977.570 5905103.596) | False | 125 murphys | 125c murphys road flat bush auckland | 7849288.0 | [125 murphys] | [125 Murphys Road, Flat Bush, Auckland] | 2.0 |
| 606 | 228655.0 | Feb 01, 2021 12:00:00 AM | Mar 01, 2020 12:00:00 AM | 125C MURPHYS ROAD | Flat Bush | Auckland | Howick | Townhouses, flats, units, and other dwellings | 1129.0 | 0.0 | NaN | 0.0 | Residential | Attached | NaN | NaN | 2014.0 | 713501.0 | 2013.0 | Residential - Mixed Housing Urban Zone | Residential | 60.0 | MCC_S1 | Future Development Stage | Special | NaN | Flat Bush Strategic Area | Flat Bush Strategic Area | 174.921127 | -36.984668 | POINT (1770977.570 5905103.596) | False | 125 murphys | 125c murphys road flat bush auckland | 7849288.0 | [125 murphys] | [125 Murphys Road, Flat Bush, Auckland] | 2.0 |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 207088 | 151485.0 | Jul 01, 2014 12:00:00 AM | Mar 01, 2015 12:00:00 AM | 398S | WEYMOUTH RD | WEYMOUTH | Manurewa | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 147.0 | 183000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 773813.0 | 2013.0 | Road | General | 27.0 | MCC_MR | Main Residential | Residential | NaN | NaN | NaN | 174.866009 | -37.039187 | POINT (1765952.998 5899152.369) | False | 398 weymouth | 398s weymouth rd weymouth | 6817424.0 | [398 weymouth] | [398 Weymouth Road, Weymouth, Auckland] | 3.0 |
| 207113 | 151460.0 | Jul 01, 2014 12:00:00 AM | Mar 01, 2015 12:00:00 AM | 398S | WEYMOUTH RD | WEYMOUTH | Manurewa | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 151.0 | 215000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 773813.0 | 2013.0 | Road | General | 27.0 | MCC_MR | Main Residential | Residential | NaN | NaN | NaN | 174.866009 | -37.039187 | POINT (1765952.998 5899152.369) | False | 398 weymouth | 398s weymouth rd weymouth | 6817424.0 | [398 weymouth] | [398 Weymouth Road, Weymouth, Auckland] | 3.0 |
| 207116 | 151457.0 | Jul 01, 2014 12:00:00 AM | Mar 01, 2015 12:00:00 AM | 398S | WEYMOUTH RD | WEYMOUTH | Manurewa | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 154.0 | 198000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 773813.0 | 2013.0 | Road | General | 27.0 | MCC_MR | Main Residential | Residential | NaN | NaN | NaN | 174.866009 | -37.039187 | POINT (1765952.998 5899152.369) | False | 398 weymouth | 398s weymouth rd weymouth | 6817424.0 | [398 weymouth] | [398 Weymouth Road, Weymouth, Auckland] | 3.0 |
| 207120 | 151453.0 | Jul 01, 2014 12:00:00 AM | Mar 01, 2015 12:00:00 AM | 398S | WEYMOUTH RD | WEYMOUTH | Manurewa | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 154.0 | 198000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 773813.0 | 2013.0 | Road | General | 27.0 | MCC_MR | Main Residential | Residential | NaN | NaN | NaN | 174.866009 | -37.039187 | POINT (1765952.998 5899152.369) | False | 398 weymouth | 398s weymouth rd weymouth | 6817424.0 | [398 weymouth] | [398 Weymouth Road, Weymouth, Auckland] | 3.0 |
| 207154 | 151419.0 | Jul 01, 2014 12:00:00 AM | Mar 01, 2015 12:00:00 AM | 253S | BUCKLAND RD | MANGERE EAST | Mangere - Otahuhu | New Schools - excludes school hostels | 1431.0 | 685.0 | 2362000.0 | 1.0 | Other | NaN | NaN | NaN | 1998.0 | 735100.0 | 2013.0 | Road | General | 27.0 | NaN | NaN | NaN | NaN | NaN | NaN | 174.818644 | -36.967455 | POINT (1761892.306 5907192.496) | False | 253 buckland | 253s buckland rd mangere east | 4852120 | NaN | NaN | NaN |
1959 rows × 38 columns
maybe_subdivision.LINZ_MATCH_CODE = maybe_subdivision.LINZ_MATCH_CODE.replace({1: 4, 2: 5, 3: 6})
maybe_subdivision.LINZ_MATCH_CODE.value_counts()
/home/ubuntu/miniconda3/envs/house-upzone/lib/python3.9/site-packages/geopandas/geodataframe.py:1322: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame. Try using .loc[row_indexer,col_indexer] = value instead See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy super(GeoDataFrame, self).__setitem__(key, value)
4.0 699 5.0 465 6.0 353 Name: LINZ_MATCH_CODE, dtype: int64
df.update(maybe_subdivision)
%%time
distances = df[~pd.isna(df.LINZ_parcel_ID)].distance(parcels.loc[df.LINZ_parcel_ID[~pd.isna(df.LINZ_parcel_ID)]], align=False)
distances
CPU times: user 1.63 s, sys: 0 ns, total: 1.63 s Wall time: 1.64 s
0 0.000000
1 0.000000
2 0.000000
3 272.107738
4 302.608731
...
207221 0.000000
207222 0.000000
207223 34.221509
207224 0.000000
207225 0.000000
Length: 207054, dtype: float64
distances[distances>0].describe()
count 42437.000000 mean 2382.699198 std 7915.549676 min 0.000062 25% 9.451613 50% 27.518422 75% 191.588766 max 100594.158959 dtype: float64
df["distance_to_parcel"] = distances
Identify the LINZ parcel of the geo-coordinate of the consent. If the name of the road in the address of the LINZ parcel matches the road name of the address given in the consent dataset, set the parcel to be the LINZ parcel of the of geocoordinate of the consent. Set LINZ_MATCH_CODE = 7 and stop. If not, proceed to 8:
df[["number_name", "addresses"]]
| number_name | addresses | |
|---|---|---|
| 0 | 398 pakiri | NaN |
| 1 | ahuroa road | NaN |
| 2 | upper orewa | NaN |
| 3 | 56 vinistra | [56 vinistra] |
| 4 | 77 vinistra | [77 vinistra] |
| ... | ... | ... |
| 207221 | 164-168 hobson | [37 cook, 1305/168 hobson, 1301/168 hobson, 16... |
| 207222 | 464 remuera | [464 remuera, 2/464 remuera, 1/464 remuera, 3b... |
| 207223 | 55b panorama | [55b panorama] |
| 207224 | 67 customs | [67 customs, 8/67 customs, 7/67 customs, 4/67 ... |
| 207225 | 67 customs | [67 customs, 8/67 customs, 7/67 customs, 4/67 ... |
207226 rows × 2 columns
def check_street_match(row):
if row.number_name and len(row.number_name)>1:
street = row.number_name.split()[-1]
if street in str(row.addresses):
return 7
return np.nan
street_matches = df[pd.isna(df.LINZ_MATCH_CODE)].progress_apply(check_street_match, axis=1)
display(street_matches.value_counts(dropna=False))
df.LINZ_MATCH_CODE.update(street_matches)
NaN 25328 7.0 10409 dtype: int64
Identify the LINZ parcel of the geo-coordinate of the consent and use this. Set LINZ_MATCH_CODE = 8 and stop. If there is no parcel under the geo-coordinate, go to step 9:
df.LINZ_MATCH_CODE[~pd.isna(df.LINZ_parcel_ID) & pd.isna(df.LINZ_MATCH_CODE)] = 8
/tmp/ipykernel_838276/8225981.py:1: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy df.LINZ_MATCH_CODE[~pd.isna(df.LINZ_parcel_ID) & pd.isna(df.LINZ_MATCH_CODE)] = 8
Set LINZ_MATCH_CODE = 9. This indicates no match even with just the consent long-lat.
df.LINZ_MATCH_CODE = df.LINZ_MATCH_CODE.fillna(9)
df.LINZ_MATCH_CODE.value_counts()
1.0 127623 2.0 35650 8.0 25212 7.0 10409 3.0 5599 4.0 1429 5.0 688 6.0 500 9.0 116 Name: LINZ_MATCH_CODE, dtype: int64
df.LINZ_MATCH_CODE[df.Ranged_Address_indicator].value_counts()
7.0 3295 8.0 2199 1.0 392 2.0 388 3.0 103 9.0 1 Name: LINZ_MATCH_CODE, dtype: int64
MATCHING FOR RANGED ADDRESSES: For ranged addresses, follow the same approach for each individual address, using the same geo-coordinate for each address in step 1. However, we set r in step 2 to a larger number in order to do a wider search. If no matches are found at step 2, but at least one match in the ranged address is found at step 1 or step 2, go to step 5. This avoids matching parcels that are far away from the rest of the group. Only if there is no match within the ranged addresses at either step 1 or step 2 do we proceed to step 3.
We include an additional flag for each ranged address that indicates the best (i.e. lowest) LINZ_MATCH_CODE for that range. E.g. for a ranged address with five addresses, if at least one of them had LINZ_MATCH_CODE = 2, and all others were LINZ_MATCH_CODE > 2, then the best LINZ_MATCH_CODE would be 2. This is call LINZ_2ND_MATCH_CODE below. Each address (in the ranged address set) is assigned its own unique LINZ parcel. Each parcel is then assigned the information given in 1 through 11 below. Because the parcels share the same consent ID, we can tell that the different parcels pertain to the same consent, thereby avoiding double counting.
ranged = df[df.Ranged_Address_indicator & (df.LINZ_MATCH_CODE > 2)]
ranged
| OBS | CONSENT_DATE | MARCH_YEAR | ADDRESS_1 | ADDRESS_2 | ADDRESS_3 | LB_Name | BUILDING_TYPE_NAME | BUILDING_TYPE_CODE | FLOOR_AREA | VALUE | BUILDINGS | Building_Type_Group | Residential_Type | Business_Group | Business_Category | Type_Class_Year | MBCODE | MBYEAR | AUP_BaseZone | AUP_BaseZone_Group | ZONE | ZONE_ID | ZONE_NAME | ZONE_TYPE | BUSINESS_TYPE | PlanAreaName | SHA_Name_154 | X_Coordinate | Y_Coordinate | geometry | Ranged_Address_indicator | number_name | full_address | LINZ_parcel_ID | addresses | full_addresses | LINZ_MATCH_CODE | distance_to_parcel | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 12 | 228134.0 | Feb 01, 2021 12:00:00 AM | Mar 01, 2020 12:00:00 AM | 7-19 TONAR STREET | Northcote | Auckland | Kaipatiki | Apartments | 1121.0 | 2905.0 | NaN | 29.0 | Residential | Attached | NaN | NaN | 2014.0 | 364300.0 | 2013.0 | Residential - Terrace Housing and Apartment Bu... | Residential | 8.0 | NSC_5611 | Residential 6A1 | Residential | NaN | Northcote Strategic Area | Northcote Strategic Area | 174.747240 | -36.795608 | POINT (1755884.597 5926377.252) | True | 7-19 tonar | 7-19 tonar street northcote auckland | 8090222 | [19b tonar, 19a tonar, 15 tonar] | [19B Tonar Street, Northcote, Auckland, 19A To... | 7.0 | 0.0 |
| 13 | 228236.0 | Feb 01, 2021 12:00:00 AM | Mar 01, 2020 12:00:00 AM | 74-80 Wellesley Street West | Auckland Central | Auckland | Waitemata | Hotels, motels, and other short-term accommoda... | 2121.0 | 0.0 | NaN | 1.0 | Business | NaN | Group 2 | Hospitality | 2014.0 | 434101.0 | 2013.0 | Business - City Centre Zone | Business | 35.0 | CBD_29 | Victoria Quarter D | Business | Commercial | NaN | NaN | 174.759814 | -36.849841 | POINT (1756895.713 5920339.797) | True | 74-80 wellesley | 74-80 wellesley street west auckland central a... | 5127693 | [78 wellesley] | [78 Wellesley Street West, Auckland Central, A... | 7.0 | 0.0 |
| 14 | 228263.0 | Feb 01, 2021 12:00:00 AM | Mar 01, 2020 12:00:00 AM | 469-471 Parnell Road | Parnell | Auckland | Waitemata | Non-building construction | 3111.0 | 0.0 | NaN | 1.0 | Other | NaN | NaN | NaN | 2014.0 | 452100.0 | 2013.0 | Residential - Terrace Housing and Apartment Bu... | Residential | 8.0 | ACC_27 | Residential 7b | Residential | NaN | NaN | NaN | 174.782298 | -36.860785 | POINT (1758877.787 5919088.400) | True | 469-471 parnell | 469-471 parnell road parnell auckland | 4789405 | [471 parnell, 469 parnell] | [471 Parnell Road, Parnell, Auckland, 469 Parn... | 7.0 | 0.0 |
| 15 | 228338.0 | Feb 01, 2021 12:00:00 AM | Mar 01, 2020 12:00:00 AM | 17-19 TUHAERE STREET | Orakei | Auckland | Orakei | Houses | 1111.0 | 450.0 | NaN | 1.0 | Residential | Detached | NaN | NaN | 2014.0 | 496600.0 | 2013.0 | Residential - Mixed Housing Suburban Zone | Residential | 18.0 | ACC_20 | Residential 2b | Residential | NaN | NaN | NaN | 174.808929 | -36.853044 | POINT (1761268.211 5919902.539) | True | 17-19 tuhaere | 17-19 tuhaere street orakei auckland | 4805914 | [17 tuhaere] | [17 Tuhaere Street, Orakei, Auckland] | 7.0 | 0.0 |
| 910 | 226714.0 | Jan 01, 2021 12:00:00 AM | Mar 01, 2020 12:00:00 AM | 39-41 BRUCE MCLAREN ROAD | Henderson | Auckland | Henderson - Massey | Townhouses, flats, units, and other dwellings | 1129.0 | 28.0 | NaN | 1.0 | Residential | Attached | NaN | NaN | 2014.0 | 242501.0 | 2013.0 | Business - Light Industry Zone | Business | 17.0 | WCC_19 | Working | Business | Industrial | NaN | NaN | 174.628708 | -36.893463 | POINT (1745123.508 5915707.499) | True | 39-41 bruce | 39-41 bruce mclaren road henderson auckland | 4870711 | [43 bruce, 1/43 bruce] | [43 Bruce McLaren Road, Henderson, Auckland, 1... | 7.0 | 0.0 |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 207053 | 151520.0 | Jul 01, 2014 12:00:00 AM | Mar 01, 2015 12:00:00 AM | 2-6 | TITIRANGI RD | NEW LYNN | Whau | New Shops | 1451.0 | 0.0 | 10100000.0 | 0.0 | Business | NaN | Group 2 | Retail | 1998.0 | 264901.0 | 2013.0 | Business - Metropolitan Centre Zone | Business | 10.0 | WCC_3 | Community | Business | Commercial | NaN | NaN | 174.677785 | -36.910257 | POINT (1749463.952 5913768.524) | True | 2-6 titirangi | 2-6 titirangi rd new lynn | 4882242 | [10 titirangi] | [10 Titirangi Road, New Lynn, Auckland] | 7.0 | 0.0 |
| 207065 | 151508.0 | Jul 01, 2014 12:00:00 AM | Mar 01, 2015 12:00:00 AM | 433-435 | HOBSONVILLE RD | HOBSONVILLE | Upper Harbour | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 206.0 | 288680.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 221907.0 | 2013.0 | Residential - Mixed Housing Urban Zone | Residential | 60.0 | WCC_16 | Special Area | Special | NaN | Scott Point, Sunderland Precinct, Hobsonville ... | Scott Point, Sunderland Precinct, Hobsonville ... | 174.654389 | -36.794236 | POINT (1747602.556 5926676.720) | True | 433-435 hobsonville | 433-435 hobsonville rd hobsonville | 7447549 | [70 hobsonville] | [70 Hobsonville Point Road, Hobsonville, Auckl... | 7.0 | 0.0 |
| 207216 | 151357.0 | Jul 01, 2014 12:00:00 AM | Mar 01, 2015 12:00:00 AM | 9-11 | FENTON ST | EDEN TERRACE | Waitemata | New Flats | 1200.0 | 3760.0 | 3000000.0 | 37.0 | Residential | Attached | NaN | NaN | 1998.0 | 419702.0 | 2013.0 | Business - Mixed Use Zone | Business | 12.0 | ACC_10 | Business MU | Business | Commercial | NaN | NaN | 174.757447 | -36.868315 | POINT (1756646.878 5918294.000) | True | 9-11 fenton | 9-11 fenton st eden terrace | 7523952 | [501/11 fenton, 401/11 fenton, 402/11 fenton, ... | [501/11 Fenton Street, Mount Eden, Auckland, 4... | 7.0 | 0.0 |
| 207218 | 151355.0 | Jul 01, 2014 12:00:00 AM | Mar 01, 2015 12:00:00 AM | 138A-138C | GOWING DR | MEADOWBANK | Orakei | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 214.0 | 390000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 461300.0 | 2013.0 | Residential - Mixed Housing Suburban Zone | Residential | 18.0 | ACC_24 | Residential 6a | Residential | NaN | NaN | NaN | 174.838299 | -36.867962 | POINT (1763854.987 5918197.479) | True | 138a-138c gowing | 138a-138c gowing dr meadowbank | 7533935 | NaN | NaN | 8.0 | 0.0 |
| 207221 | 151352.0 | Jul 01, 2014 12:00:00 AM | Mar 01, 2015 12:00:00 AM | 164-168 | HOBSON ST | AUCKLAND | Waitemata | New Flats | 1200.0 | 0.0 | 3650000.0 | 0.0 | Residential | Attached | NaN | NaN | 1998.0 | 434200.0 | 2013.0 | Business - City Centre Zone | Business | 35.0 | CBD_1 | Central Area A | Business | Commercial | NaN | NaN | 174.760314 | -36.851526 | POINT (1756936.812 5920152.000) | True | 164-168 hobson | 164-168 hobson st auckland | 6752833 | [37 cook, 1305/168 hobson, 1301/168 hobson, 16... | [37 Cook Street, Auckland Central, Auckland, 1... | 7.0 | 0.0 |
5598 rows × 39 columns
def parse_int(value):
return int(''.join(filter(lambda c: c.isdigit(), value)))
def char_range(c1, c2):
"""Generates the characters from `c1` to `c2`, inclusive."""
for c in range(ord(c1), ord(c2)+1):
yield chr(c)
def range_expand(r):
"""given a range r, like '20-23', expand the range on one side of the road, e.g. ['20', '21', '22', '23']"""
if '/' in r:
a, b = r.split('/')
if "-" in a:
r = a
suffix = "/" + b
else:
r = b
suffix = "/" + a
else:
suffix = ''
r1, r2 = r.split('-')
if r2 == "sep" or r2 == "":
return [r1]
if r2.isalpha():
return [r1.replace(r1[-1], char) for char in char_range(r1[-1], r2)]
r1 = parse_int(r1)
r2 = parse_int(r2)
if suffix:
step = 1
else:
step = 2
if r1 < r2:
return [str(i) + suffix for i in range(r1, r2 + 1, step)]
else:
return [str(i) + suffix for i in range(r2, r1 + 1, step)]
corrections = {
"1/ 231-235": "231-235 hinemoa",
"2/ 16-18": "16-18 montgomery",
"2/ 2-8": "2-8 matipo",
"r 35-41": "35-41 birkenhead",
"r 31-35": "31-35 cresta",
"27 -": "27-31 victoria",
"1 &": "2-1/96 bernleigh",
"55121-23 morrison": "21-23 morrison",
"1954-60 great": "1954-1960 great",
"3-9 ": "3-9 faldo"
}
ranged.number_name = ranged.number_name.replace(corrections)
for r in ranged.number_name:
e = None
try:
number, name = r.split()
range_expanded = range_expand(number)
assert len(range_expanded) > 0 and len(range_expanded) < 1000
except Exception as e:
print(f"Parsing of {r} failed: {e}")
display(ranged[ranged.number_name == r])
/home/ubuntu/miniconda3/envs/house-upzone/lib/python3.9/site-packages/geopandas/geodataframe.py:1322: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame. Try using .loc[row_indexer,col_indexer] = value instead See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy super(GeoDataFrame, self).__setitem__(key, value)
for test_case in ['20-28', '1-5/32a', '53a-c']:
print(f"{test_case}: {range_expand(test_case)}")
20-28: ['20', '22', '24', '26', '28'] 1-5/32a: ['1/32a', '2/32a', '3/32a', '4/32a', '5/32a'] 53a-c: ['53a', '53b', '53c']
%%time
expanded_ranged_addresses = []
for i, sample in tqdm(ranged.iterrows(), total=len(ranged)):
# Expand this ranged address into it's own dataframe, with each number as it's own row
number, name = sample.number_name.split()
rows = []
for n in range_expand(number):
row = sample.copy()
row.number_name = n + " " + name
row["unique_id"] = f"{row.OBS}_{n}"
rows.append(row)
sample = pd.DataFrame(rows).set_index("unique_id")
if not sample.index.is_unique:
display(sample)
raise
# Step 1
def check_match(row):
if row.number_name in row.addresses:
return 1
return np.nan
match = sample[~pd.isna(sample.number_name) & ~pd.isna(sample.addresses)].apply(check_match, axis=1)
if len(match):
sample["LINZ_MATCH_CODE"] = match
else:
sample["LINZ_MATCH_CODE"] = np.nan
#However, we set r in step 2 to a larger number in order to do a wider search.
def find_match_in_range(row):
if str(row.geometry) == "nan":
return row
indices_in_range = parcel_tree.query_ball_point([row.geometry.x, row.geometry.y], 2000)
potential_matches = parcels.iloc[indices_in_range]
match = potential_matches[potential_matches.addresses.str.contains(row.number_name, na=False, regex=False)]
if len(match):
row.LINZ_parcel_ID = match.index[0]
row.addresses = match.addresses.iloc[0]
row.full_addresses = match.full_addresses.iloc[0]
row.LINZ_MATCH_CODE = 2
return row
matches = sample[
~pd.isna(sample.number_name) &
pd.isna(sample["LINZ_MATCH_CODE"])].apply(find_match_in_range, axis=1)
sample.update(matches)
# If no matches are found at step 2, but at least one match in the ranged address is found at step 1 or step 2, stop and set LINZ_match_code to 10
# This avoids matching parcels that are far away from the rest of the group
if all(pd.isna(sample.LINZ_MATCH_CODE)): # all na here means no matches in step 1 or 2
# Only if there is no match within the ranged addresses at either step 1 or step 2 do we proceed to step 3.
matches = sample[pd.isna(sample["LINZ_MATCH_CODE"]) & sample.number_name.isin(number_name_lookup.keys())].apply(find_text_match, axis=1)
sample.update(matches)
maybe_subdivision = sample[sample.number_name.str.contains("/") & pd.isna(sample.LINZ_MATCH_CODE)]
if len(maybe_subdivision):
maybe_subdivision.number_name = maybe_subdivision.number_name.str.split("/").str[-1]
# step 1
match = maybe_subdivision[~pd.isna(maybe_subdivision.addresses)].apply(check_match, axis=1)
if len(match):
maybe_subdivision["LINZ_MATCH_CODE"] = match
else:
maybe_subdivision["LINZ_MATCH_CODE"] = np.nan
# step 2
matches = maybe_subdivision[
pd.isna(match) &
maybe_subdivision.number_name.isin(number_name_lookup.keys())
].apply(find_match_in_range, axis=1)
maybe_subdivision.update(matches)
# step 3
matches = maybe_subdivision[
pd.isna(maybe_subdivision["LINZ_MATCH_CODE"]) & maybe_subdivision.number_name.isin(number_name_lookup.keys())
].apply(find_text_match, axis=1)
maybe_subdivision.update(matches)
maybe_subdivision.LINZ_MATCH_CODE = maybe_subdivision.LINZ_MATCH_CODE.replace({1: 4, 2: 5, 3: 6})
sample.update(maybe_subdivision)
maybe_subdivision = sample[
sample.number_name.str.contains("[0-9][a-zA-Z] ") &
pd.isna(sample.LINZ_MATCH_CODE)
]
if len(maybe_subdivision):
maybe_subdivision.number_name = maybe_subdivision.number_name.apply(strip_char)
# step 1
match = maybe_subdivision[~pd.isna(maybe_subdivision.addresses)].apply(check_match, axis=1)
if len(match):
maybe_subdivision["LINZ_MATCH_CODE"] = match
else:
maybe_subdivision["LINZ_MATCH_CODE"] = np.nan
# step 2
matches = maybe_subdivision[
pd.isna(match) &
maybe_subdivision.number_name.isin(number_name_lookup.keys())
].apply(find_match_in_range, axis=1)
maybe_subdivision.update(matches)
# step 3
matches = maybe_subdivision[
pd.isna(maybe_subdivision["LINZ_MATCH_CODE"]) & maybe_subdivision.number_name.isin(number_name_lookup.keys())
].apply(find_text_match, axis=1)
maybe_subdivision.update(matches)
maybe_subdivision.LINZ_MATCH_CODE = maybe_subdivision.LINZ_MATCH_CODE.replace({1: 4, 2: 5, 3: 6})
sample.update(maybe_subdivision)
if all(pd.isna(sample.LINZ_MATCH_CODE)):
street_matches = sample[pd.isna(sample.LINZ_MATCH_CODE)].apply(check_street_match, axis=1)
sample.LINZ_MATCH_CODE.update(street_matches)
sample.loc[~pd.isna(sample.LINZ_parcel_ID) & pd.isna(sample.LINZ_MATCH_CODE), "LINZ_MATCH_CODE"] = 8
sample.LINZ_MATCH_CODE = sample.LINZ_MATCH_CODE.fillna(9)
else:
sample.LINZ_MATCH_CODE = sample.LINZ_MATCH_CODE.fillna(10)
else:
sample.LINZ_MATCH_CODE = sample.LINZ_MATCH_CODE.fillna(10)
#We include an additional flag for each ranged address that indicates the best (i.e. lowest) LINZ_MATCH_CODE for that range.
#E.g. for a ranged address with five addresses, if at least one of them had LINZ_MATCH_CODE = 2,
#and all others were LINZ_MATCH_CODE > 2, then the best LINZ_MATCH_CODE would be 2. This is call LINZ_2ND_MATCH_CODE below.
# Each address (in the ranged address set) is assigned its own unique LINZ parcel.
# Each parcel is then assigned the information given in 1 through 11 below.
# Because the parcels share the same consent ID, we can tell that the different parcels pertain to the same consent, thereby avoiding double counting.
sample["LINZ_2ND_MATCH_CODE"] = sample.LINZ_MATCH_CODE.min()
expanded_ranged_addresses.append(sample)
/home/ubuntu/miniconda3/envs/house-upzone/lib/python3.9/site-packages/pandas/core/generic.py:5516: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame. Try using .loc[row_indexer,col_indexer] = value instead See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy self[name] = value <timed exec>:85: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame. Try using .loc[row_indexer,col_indexer] = value instead See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy /home/ubuntu/miniconda3/envs/house-upzone/lib/python3.9/site-packages/pandas/core/frame.py:7511: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame. Try using .loc[row_indexer,col_indexer] = value instead See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy self[col] = expressions.where(mask, this, that) <timed exec>:58: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame. Try using .loc[row_indexer,col_indexer] = value instead See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy <timed exec>:83: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame. Try using .loc[row_indexer,col_indexer] = value instead See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
CPU times: user 23min 9s, sys: 3.76 s, total: 23min 13s Wall time: 23min 9s
df = df.drop(ranged.index)
df = pd.concat([df] + expanded_ranged_addresses)
df
| OBS | CONSENT_DATE | MARCH_YEAR | ADDRESS_1 | ADDRESS_2 | ADDRESS_3 | LB_Name | BUILDING_TYPE_NAME | BUILDING_TYPE_CODE | FLOOR_AREA | VALUE | BUILDINGS | Building_Type_Group | Residential_Type | Business_Group | Business_Category | Type_Class_Year | MBCODE | MBYEAR | AUP_BaseZone | AUP_BaseZone_Group | ZONE | ZONE_ID | ZONE_NAME | ZONE_TYPE | BUSINESS_TYPE | PlanAreaName | SHA_Name_154 | X_Coordinate | Y_Coordinate | geometry | Ranged_Address_indicator | number_name | full_address | LINZ_parcel_ID | addresses | full_addresses | LINZ_MATCH_CODE | distance_to_parcel | LINZ_2ND_MATCH_CODE | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 227614.0 | Feb 01, 2021 12:00:00 AM | Mar 01, 2020 12:00:00 AM | 398 PAKIRI BLOCK ROAD | Tomarata | Auckland | Rodney | Houses | 1111.0 | 231.0 | NaN | 1.0 | Residential | Detached | NaN | NaN | 2014.0 | 135900.0 | 2013.0 | Road | General | 27.0 | NaN | NaN | NaN | NaN | NaN | NaN | 174.634550 | -36.224858 | POINT (1746904.853 5989872.553) | False | 398 pakiri | 398 pakiri block road tomarata auckland | 5209817 | NaN | NaN | 8.0 | 0.000000 | NaN |
| 1 | 227656.0 | Feb 01, 2021 12:00:00 AM | Mar 01, 2020 12:00:00 AM | Ahuroa Road | Puhoi | Auckland | Rodney | Non-building construction | 3111.0 | 0.0 | NaN | 1.0 | Other | NaN | NaN | NaN | 2014.0 | 146701.0 | 2013.0 | Road | General | 27.0 | NaN | NaN | NaN | NaN | NaN | NaN | 174.568721 | -36.475863 | POINT (1740536.028 5962125.407) | False | ahuroa road | ahuroa road puhoi auckland | 5227114 | NaN | NaN | 8.0 | 0.000000 | NaN |
| 2 | 227796.0 | Feb 01, 2021 12:00:00 AM | Mar 01, 2020 12:00:00 AM | Upper Orewa Road | Upper Orewa | Auckland | Rodney | Townhouses, flats, units, and other dwellings | 1129.0 | 260.0 | NaN | 2.0 | Residential | Attached | NaN | NaN | 2014.0 | 177701.0 | 2013.0 | Road | General | 27.0 | NaN | NaN | NaN | NaN | NaN | NaN | 174.641586 | -36.590190 | POINT (1746847.868 5949333.496) | False | upper orewa | upper orewa road upper orewa auckland | 6605265 | NaN | NaN | 8.0 | 0.000000 | NaN |
| 3 | 227896.0 | Feb 01, 2021 12:00:00 AM | Mar 01, 2020 12:00:00 AM | 56 VINISTRA ROAD | Huapai | Auckland | Rodney | Houses | 1111.0 | 179.0 | NaN | 1.0 | Residential | Detached | NaN | NaN | 2014.0 | 214900.0 | 2013.0 | Road | General | 27.0 | RDC_7 | Future Urban | Rural | NaN | Huapai Triangle | Huapai Triangle | 174.541738 | -36.778192 | POINT (1737579.970 5928624.665) | False | 56 vinistra | 56 vinistra road huapai auckland | 8081617 | [56 vinistra] | [56 Vinistra Road, Kumeū] | 2.0 | 272.107738 | NaN |
| 4 | 227902.0 | Feb 01, 2021 12:00:00 AM | Mar 01, 2020 12:00:00 AM | 77 VINISTRA ROAD | Huapai | Auckland | Rodney | Houses | 1111.0 | 180.0 | NaN | 1.0 | Residential | Detached | NaN | NaN | 2014.0 | 214900.0 | 2013.0 | Road | General | 27.0 | RDC_7 | Future Urban | Rural | NaN | Huapai Triangle | Huapai Triangle | 174.541738 | -36.778192 | POINT (1737579.970 5928624.665) | False | 77 vinistra | 77 vinistra road huapai auckland | 8081611 | [77 vinistra] | [77 Vinistra Road, Kumeū] | 2.0 | 302.608731 | NaN |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 151357.0_11 | 151357.0 | Jul 01, 2014 12:00:00 AM | Mar 01, 2015 12:00:00 AM | 9-11 | FENTON ST | EDEN TERRACE | Waitemata | New Flats | 1200.0 | 3760.0 | 3000000.0 | 37.0 | Residential | Attached | NaN | NaN | 1998.0 | 419702.0 | 2013.0 | Business - Mixed Use Zone | Business | 12.0 | ACC_10 | Business MU | Business | Commercial | NaN | NaN | 174.757447 | -36.868315 | POINT (1756646.878 5918294.000) | True | 11 fenton | 9-11 fenton st eden terrace | 7523952.0 | [501/11 fenton, 401/11 fenton, 402/11 fenton, ... | [501/11 Fenton Street, Mount Eden, Auckland, 4... | 1.0 | 0.000000 | 1.0 |
| 151355.0_138 | 151355.0 | Jul 01, 2014 12:00:00 AM | Mar 01, 2015 12:00:00 AM | 138A-138C | GOWING DR | MEADOWBANK | Orakei | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 214.0 | 390000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 461300.0 | 2013.0 | Residential - Mixed Housing Suburban Zone | Residential | 18.0 | ACC_24 | Residential 6a | Residential | NaN | NaN | NaN | 174.838299 | -36.867962 | POINT (1763854.987 5918197.479) | True | 138 gowing | 138a-138c gowing dr meadowbank | 7445958 | [138 gowing] | [138 Gowing Drive, Meadowbank, Auckland] | 2.0 | 0.000000 | 2.0 |
| 151352.0_164 | 151352.0 | Jul 01, 2014 12:00:00 AM | Mar 01, 2015 12:00:00 AM | 164-168 | HOBSON ST | AUCKLAND | Waitemata | New Flats | 1200.0 | 0.0 | 3650000.0 | 0.0 | Residential | Attached | NaN | NaN | 1998.0 | 434200.0 | 2013.0 | Business - City Centre Zone | Business | 35.0 | CBD_1 | Central Area A | Business | Commercial | NaN | NaN | 174.760314 | -36.851526 | POINT (1756936.812 5920152.000) | True | 164 hobson | 164-168 hobson st auckland | 6752833.0 | [37 cook, 1305/168 hobson, 1301/168 hobson, 16... | [37 Cook Street, Auckland Central, Auckland, 1... | 1.0 | 0.000000 | 1.0 |
| 151352.0_166 | 151352.0 | Jul 01, 2014 12:00:00 AM | Mar 01, 2015 12:00:00 AM | 164-168 | HOBSON ST | AUCKLAND | Waitemata | New Flats | 1200.0 | 0.0 | 3650000.0 | 0.0 | Residential | Attached | NaN | NaN | 1998.0 | 434200.0 | 2013.0 | Business - City Centre Zone | Business | 35.0 | CBD_1 | Central Area A | Business | Commercial | NaN | NaN | 174.760314 | -36.851526 | POINT (1756936.812 5920152.000) | True | 166 hobson | 164-168 hobson st auckland | 6752833.0 | [37 cook, 1305/168 hobson, 1301/168 hobson, 16... | [37 Cook Street, Auckland Central, Auckland, 1... | 1.0 | 0.000000 | 1.0 |
| 151352.0_168 | 151352.0 | Jul 01, 2014 12:00:00 AM | Mar 01, 2015 12:00:00 AM | 164-168 | HOBSON ST | AUCKLAND | Waitemata | New Flats | 1200.0 | 0.0 | 3650000.0 | 0.0 | Residential | Attached | NaN | NaN | 1998.0 | 434200.0 | 2013.0 | Business - City Centre Zone | Business | 35.0 | CBD_1 | Central Area A | Business | Commercial | NaN | NaN | 174.760314 | -36.851526 | POINT (1756936.812 5920152.000) | True | 168 hobson | 164-168 hobson st auckland | 6752833.0 | [37 cook, 1305/168 hobson, 1301/168 hobson, 16... | [37 Cook Street, Auckland Central, Auckland, 1... | 10.0 | 0.000000 | 1.0 |
239651 rows × 40 columns
df.LINZ_MATCH_CODE[df.Ranged_Address_indicator].value_counts(dropna=False)
2.0 15548 10.0 13305 1.0 3906 3.0 2772 8.0 2263 7.0 804 5.0 125 4.0 45 6.0 35 Name: LINZ_MATCH_CODE, dtype: int64
df.LINZ_2ND_MATCH_CODE[df.Ranged_Address_indicator].value_counts(dropna=False)
2.0 16078 1.0 14831 3.0 3850 8.0 2263 7.0 804 NaN 780 5.0 123 4.0 43 6.0 31 Name: LINZ_2ND_MATCH_CODE, dtype: int64
df.LINZ_MATCH_CODE.value_counts(dropna=False)
1.0 131137 2.0 50810 8.0 25276 10.0 13305 3.0 8268 7.0 7918 4.0 1474 5.0 813 6.0 535 9.0 115 Name: LINZ_MATCH_CODE, dtype: int64
%%time
df = df.reset_index()
distances = df[~pd.isna(df.LINZ_parcel_ID)].distance(parcels.loc[df.LINZ_parcel_ID[~pd.isna(df.LINZ_parcel_ID)]], align=False)
display(distances)
display(distances[distances>0].describe())
<timed exec>:2: UserWarning: CRS mismatch between the CRS of left geometries and the CRS of right geometries. Use `to_crs()` to reproject one of the input geometries to match the CRS of the other. Left CRS: None Right CRS: EPSG:2193
0 0.000000
1 0.000000
2 0.000000
3 272.107738
4 302.608731
...
239646 0.000000
239647 12.431048
239648 0.000000
239649 0.000000
239650 0.000000
Length: 239480, dtype: float64
count 60541.000000 mean 2816.291424 std 8732.070907 min 0.000062 25% 11.051819 50% 40.195130 75% 237.302443 max 100594.158959 dtype: float64
CPU times: user 2.41 s, sys: 240 ms, total: 2.65 s Wall time: 2.65 s
df["distance_to_parcel"] = distances
df[(df.LINZ_MATCH_CODE == 3) & (df.distance_to_parcel > 10000)]
| index | OBS | CONSENT_DATE | MARCH_YEAR | ADDRESS_1 | ADDRESS_2 | ADDRESS_3 | LB_Name | BUILDING_TYPE_NAME | BUILDING_TYPE_CODE | FLOOR_AREA | VALUE | BUILDINGS | Building_Type_Group | Residential_Type | Business_Group | Business_Category | Type_Class_Year | MBCODE | MBYEAR | AUP_BaseZone | AUP_BaseZone_Group | ZONE | ZONE_ID | ZONE_NAME | ZONE_TYPE | BUSINESS_TYPE | PlanAreaName | SHA_Name_154 | X_Coordinate | Y_Coordinate | geometry | Ranged_Address_indicator | number_name | full_address | LINZ_parcel_ID | addresses | full_addresses | LINZ_MATCH_CODE | distance_to_parcel | LINZ_2ND_MATCH_CODE | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 9 | 9 | 227954.0 | Feb 01, 2021 12:00:00 AM | Mar 01, 2020 12:00:00 AM | 60 CLARK ROAD | Hobsonville | Auckland | Upper Harbour | Houses | 1111.0 | 195.0 | NaN | 1.0 | Residential | Detached | NaN | NaN | 2014.0 | 222600.0 | 2013.0 | Residential - Mixed Housing Urban Zone | Residential | 60.0 | WCC_16 | Special Area | Special | NaN | Scott Point, Sunderland Precinct, Hobsonville ... | Scott Point, Sunderland Precinct, Hobsonville ... | 174.652342 | -36.798024 | POINT (1747412.651 5926259.663) | False | 60 clark | 60 clark road hobsonville auckland | 4888203.0 | [60 clark] | [60 Clark Road, Pahurehure, Papakura] | 3.0 | 39445.096624 | NaN |
| 17 | 21 | 228822.0 | Feb 01, 2021 12:00:00 AM | Mar 01, 2020 12:00:00 AM | 149 GROVE ROAD | PAPAKURA | Auckland | Devonport - Takapuna | Houses | 1111.0 | 100.0 | NaN | 1.0 | Residential | Detached | NaN | NaN | 2014.0 | 332800.0 | 2013.0 | Road | General | 27.0 | NaN | NaN | NaN | NaN | NaN | NaN | 174.804500 | -36.819603 | POINT (1760943.384 5923620.191) | False | 149 grove | 149 grove road papakura auckland | 8140635.0 | [149 grove] | [149 Grove Road, Papakura] | 3.0 | 28148.896307 | NaN |
| 18 | 22 | 228824.0 | Feb 01, 2021 12:00:00 AM | Mar 01, 2020 12:00:00 AM | 173 GROVE ROAD | PAPAKURA | Auckland | Devonport - Takapuna | Houses | 1111.0 | 100.0 | NaN | 1.0 | Residential | Detached | NaN | NaN | 2014.0 | 332800.0 | 2013.0 | Road | General | 27.0 | NaN | NaN | NaN | NaN | NaN | NaN | 174.804500 | -36.819603 | POINT (1760943.384 5923620.191) | False | 173 grove | 173 grove road papakura auckland | 8140623.0 | [173 grove] | [173 Grove Road, Papakura] | 3.0 | 28052.419672 | NaN |
| 19 | 23 | 228825.0 | Feb 01, 2021 12:00:00 AM | Mar 01, 2020 12:00:00 AM | 26 KAIRAKAU STREET | PAPAKURA | Auckland | Rodney | Houses | 1111.0 | 113.0 | NaN | 1.0 | Residential | Detached | NaN | NaN | 2014.0 | 209400.0 | 2013.0 | Residential - Single House Zone | Residential | 19.0 | RDC_27 | Residential Medium Inten | Residential | NaN | NaN | NaN | 174.452771 | -36.679915 | POINT (1729805.685 5939651.570) | False | 26 kairakau | 26 kairakau street papakura auckland | 8140668.0 | [26 kairakau] | [26 Kairākau Street, Papakura] | 3.0 | 59911.460069 | NaN |
| 22 | 26 | 228828.0 | Feb 01, 2021 12:00:00 AM | Mar 01, 2020 12:00:00 AM | 139 GROVE ROAD | PAPAKURA | Auckland | Devonport - Takapuna | Houses | 1111.0 | 133.0 | NaN | 1.0 | Residential | Detached | NaN | NaN | 2014.0 | 332800.0 | 2013.0 | Road | General | 27.0 | NaN | NaN | NaN | NaN | NaN | NaN | 174.804500 | -36.819603 | POINT (1760943.384 5923620.191) | False | 139 grove | 139 grove road papakura auckland | 8140640.0 | [139 grove] | [139 Grove Road, Papakura] | 3.0 | 28181.672558 | NaN |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 239433 | 77988.0_33 | 77988.0 | Feb 01, 2002 12:00:00 AM | Apr 01, 2002 12:00:00 AM | 29-37 | THE CONCOURSE | LINCOLN NORTH | Waitakere Ranges | New Schools - excludes school hostels | 1431.0 | 86.0 | 66600.0 | 1.0 | Other | NaN | NaN | NaN | 1998.0 | 303101.0 | 2013.0 | Open Space - Conservation Zone | Public Open Space | 31.0 | WCC_14 | Open Space | Other | NaN | NaN | NaN | 174.592228 | -36.999096 | POINT (1741676.973 5904043.031) | True | 33 the | 29-37 the concourse lincoln north | 4880456 | [33 the] | [33 The Glen, Remuera, Auckland] | 3.0 | 22419.728044 | 3.0 |
| 239434 | 77988.0_35 | 77988.0 | Feb 01, 2002 12:00:00 AM | Apr 01, 2002 12:00:00 AM | 29-37 | THE CONCOURSE | LINCOLN NORTH | Waitakere Ranges | New Schools - excludes school hostels | 1431.0 | 86.0 | 66600.0 | 1.0 | Other | NaN | NaN | NaN | 1998.0 | 303101.0 | 2013.0 | Open Space - Conservation Zone | Public Open Space | 31.0 | WCC_14 | Open Space | Other | NaN | NaN | NaN | 174.592228 | -36.999096 | POINT (1741676.973 5904043.031) | True | 35 the | 29-37 the concourse lincoln north | 5067844 | [35 the] | [35 The Avenue, Lynfield, Auckland] | 3.0 | 13918.905045 | 3.0 |
| 239435 | 77988.0_37 | 77988.0 | Feb 01, 2002 12:00:00 AM | Apr 01, 2002 12:00:00 AM | 29-37 | THE CONCOURSE | LINCOLN NORTH | Waitakere Ranges | New Schools - excludes school hostels | 1431.0 | 86.0 | 66600.0 | 1.0 | Other | NaN | NaN | NaN | 1998.0 | 303101.0 | 2013.0 | Open Space - Conservation Zone | Public Open Space | 31.0 | WCC_14 | Open Space | Other | NaN | NaN | NaN | 174.592228 | -36.999096 | POINT (1741676.973 5904043.031) | True | 37 the | 29-37 the concourse lincoln north | 6683126 | [37 the] | [37 The Avenue, Lynfield, Auckland] | 3.0 | 13868.723699 | 3.0 |
| 239588 | 150655.0_143 | 150655.0 | May 01, 2014 12:00:00 AM | Mar 01, 2015 12:00:00 AM | 143-157 | GREAT SOUTH RD | NaN | Papakura | New Flats | 1200.0 | 529.0 | 495000.0 | 7.0 | Residential | Attached | NaN | NaN | 1998.0 | 791600.0 | 2013.0 | Business - Metropolitan Centre Zone | Business | 10.0 | PDC_5 | Commercial 3 | Business | Commercial | NaN | NaN | 174.941675 | -37.062273 | POINT (1772630.738 5896456.145) | True | 143 great | 143-157 great south rd | 5131766 | [143 great] | [143 Great South Road, Papatoetoe, Auckland] | 3.0 | 12643.555050 | 3.0 |
| 239589 | 150655.0_145 | 150655.0 | May 01, 2014 12:00:00 AM | Mar 01, 2015 12:00:00 AM | 143-157 | GREAT SOUTH RD | NaN | Papakura | New Flats | 1200.0 | 529.0 | 495000.0 | 7.0 | Residential | Attached | NaN | NaN | 1998.0 | 791600.0 | 2013.0 | Business - Metropolitan Centre Zone | Business | 10.0 | PDC_5 | Commercial 3 | Business | Commercial | NaN | NaN | 174.941675 | -37.062273 | POINT (1772630.738 5896456.145) | True | 145 great | 143-157 great south rd | 5002729 | [145 great] | [145 Great South Road, Papatoetoe, Auckland] | 3.0 | 12638.374562 | 3.0 |
5229 rows × 41 columns
%%time
def fix_full_address(row):
number_name = ' '.join(row.full_address.split(' ')[:2])
row.full_address = row.full_address.replace(number_name, row.number_name)
return row
df = df.progress_apply(fix_full_address, axis=1)
df
CPU times: user 1min 16s, sys: 999 ms, total: 1min 17s Wall time: 1min 17s
| index | OBS | CONSENT_DATE | MARCH_YEAR | ADDRESS_1 | ADDRESS_2 | ADDRESS_3 | LB_Name | BUILDING_TYPE_NAME | BUILDING_TYPE_CODE | FLOOR_AREA | VALUE | BUILDINGS | Building_Type_Group | Residential_Type | Business_Group | Business_Category | Type_Class_Year | MBCODE | MBYEAR | AUP_BaseZone | AUP_BaseZone_Group | ZONE | ZONE_ID | ZONE_NAME | ZONE_TYPE | BUSINESS_TYPE | PlanAreaName | SHA_Name_154 | X_Coordinate | Y_Coordinate | geometry | Ranged_Address_indicator | number_name | full_address | LINZ_parcel_ID | addresses | full_addresses | LINZ_MATCH_CODE | distance_to_parcel | LINZ_2ND_MATCH_CODE | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 227614.0 | Feb 01, 2021 12:00:00 AM | Mar 01, 2020 12:00:00 AM | 398 PAKIRI BLOCK ROAD | Tomarata | Auckland | Rodney | Houses | 1111.0 | 231.0 | NaN | 1.0 | Residential | Detached | NaN | NaN | 2014.0 | 135900.0 | 2013.0 | Road | General | 27.0 | NaN | NaN | NaN | NaN | NaN | NaN | 174.634550 | -36.224858 | POINT (1746904.853 5989872.553) | False | 398 pakiri | 398 pakiri block road tomarata auckland | 5209817 | NaN | NaN | 8.0 | 0.000000 | NaN |
| 1 | 1 | 227656.0 | Feb 01, 2021 12:00:00 AM | Mar 01, 2020 12:00:00 AM | Ahuroa Road | Puhoi | Auckland | Rodney | Non-building construction | 3111.0 | 0.0 | NaN | 1.0 | Other | NaN | NaN | NaN | 2014.0 | 146701.0 | 2013.0 | Road | General | 27.0 | NaN | NaN | NaN | NaN | NaN | NaN | 174.568721 | -36.475863 | POINT (1740536.028 5962125.407) | False | ahuroa road | ahuroa road puhoi auckland | 5227114 | NaN | NaN | 8.0 | 0.000000 | NaN |
| 2 | 2 | 227796.0 | Feb 01, 2021 12:00:00 AM | Mar 01, 2020 12:00:00 AM | Upper Orewa Road | Upper Orewa | Auckland | Rodney | Townhouses, flats, units, and other dwellings | 1129.0 | 260.0 | NaN | 2.0 | Residential | Attached | NaN | NaN | 2014.0 | 177701.0 | 2013.0 | Road | General | 27.0 | NaN | NaN | NaN | NaN | NaN | NaN | 174.641586 | -36.590190 | POINT (1746847.868 5949333.496) | False | upper orewa | upper orewa road upper orewa auckland | 6605265 | NaN | NaN | 8.0 | 0.000000 | NaN |
| 3 | 3 | 227896.0 | Feb 01, 2021 12:00:00 AM | Mar 01, 2020 12:00:00 AM | 56 VINISTRA ROAD | Huapai | Auckland | Rodney | Houses | 1111.0 | 179.0 | NaN | 1.0 | Residential | Detached | NaN | NaN | 2014.0 | 214900.0 | 2013.0 | Road | General | 27.0 | RDC_7 | Future Urban | Rural | NaN | Huapai Triangle | Huapai Triangle | 174.541738 | -36.778192 | POINT (1737579.970 5928624.665) | False | 56 vinistra | 56 vinistra road huapai auckland | 8081617 | [56 vinistra] | [56 Vinistra Road, Kumeū] | 2.0 | 272.107738 | NaN |
| 4 | 4 | 227902.0 | Feb 01, 2021 12:00:00 AM | Mar 01, 2020 12:00:00 AM | 77 VINISTRA ROAD | Huapai | Auckland | Rodney | Houses | 1111.0 | 180.0 | NaN | 1.0 | Residential | Detached | NaN | NaN | 2014.0 | 214900.0 | 2013.0 | Road | General | 27.0 | RDC_7 | Future Urban | Rural | NaN | Huapai Triangle | Huapai Triangle | 174.541738 | -36.778192 | POINT (1737579.970 5928624.665) | False | 77 vinistra | 77 vinistra road huapai auckland | 8081611 | [77 vinistra] | [77 Vinistra Road, Kumeū] | 2.0 | 302.608731 | NaN |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 239646 | 151357.0_11 | 151357.0 | Jul 01, 2014 12:00:00 AM | Mar 01, 2015 12:00:00 AM | 9-11 | FENTON ST | EDEN TERRACE | Waitemata | New Flats | 1200.0 | 3760.0 | 3000000.0 | 37.0 | Residential | Attached | NaN | NaN | 1998.0 | 419702.0 | 2013.0 | Business - Mixed Use Zone | Business | 12.0 | ACC_10 | Business MU | Business | Commercial | NaN | NaN | 174.757447 | -36.868315 | POINT (1756646.878 5918294.000) | True | 11 fenton | 11 fenton st eden terrace | 7523952.0 | [501/11 fenton, 401/11 fenton, 402/11 fenton, ... | [501/11 Fenton Street, Mount Eden, Auckland, 4... | 1.0 | 0.000000 | 1.0 |
| 239647 | 151355.0_138 | 151355.0 | Jul 01, 2014 12:00:00 AM | Mar 01, 2015 12:00:00 AM | 138A-138C | GOWING DR | MEADOWBANK | Orakei | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 214.0 | 390000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 461300.0 | 2013.0 | Residential - Mixed Housing Suburban Zone | Residential | 18.0 | ACC_24 | Residential 6a | Residential | NaN | NaN | NaN | 174.838299 | -36.867962 | POINT (1763854.987 5918197.479) | True | 138 gowing | 138 gowing dr meadowbank | 7445958 | [138 gowing] | [138 Gowing Drive, Meadowbank, Auckland] | 2.0 | 12.431048 | 2.0 |
| 239648 | 151352.0_164 | 151352.0 | Jul 01, 2014 12:00:00 AM | Mar 01, 2015 12:00:00 AM | 164-168 | HOBSON ST | AUCKLAND | Waitemata | New Flats | 1200.0 | 0.0 | 3650000.0 | 0.0 | Residential | Attached | NaN | NaN | 1998.0 | 434200.0 | 2013.0 | Business - City Centre Zone | Business | 35.0 | CBD_1 | Central Area A | Business | Commercial | NaN | NaN | 174.760314 | -36.851526 | POINT (1756936.812 5920152.000) | True | 164 hobson | 164 hobson st auckland | 6752833.0 | [37 cook, 1305/168 hobson, 1301/168 hobson, 16... | [37 Cook Street, Auckland Central, Auckland, 1... | 1.0 | 0.000000 | 1.0 |
| 239649 | 151352.0_166 | 151352.0 | Jul 01, 2014 12:00:00 AM | Mar 01, 2015 12:00:00 AM | 164-168 | HOBSON ST | AUCKLAND | Waitemata | New Flats | 1200.0 | 0.0 | 3650000.0 | 0.0 | Residential | Attached | NaN | NaN | 1998.0 | 434200.0 | 2013.0 | Business - City Centre Zone | Business | 35.0 | CBD_1 | Central Area A | Business | Commercial | NaN | NaN | 174.760314 | -36.851526 | POINT (1756936.812 5920152.000) | True | 166 hobson | 166 hobson st auckland | 6752833.0 | [37 cook, 1305/168 hobson, 1301/168 hobson, 16... | [37 Cook Street, Auckland Central, Auckland, 1... | 1.0 | 0.000000 | 1.0 |
| 239650 | 151352.0_168 | 151352.0 | Jul 01, 2014 12:00:00 AM | Mar 01, 2015 12:00:00 AM | 164-168 | HOBSON ST | AUCKLAND | Waitemata | New Flats | 1200.0 | 0.0 | 3650000.0 | 0.0 | Residential | Attached | NaN | NaN | 1998.0 | 434200.0 | 2013.0 | Business - City Centre Zone | Business | 35.0 | CBD_1 | Central Area A | Business | Commercial | NaN | NaN | 174.760314 | -36.851526 | POINT (1756936.812 5920152.000) | True | 168 hobson | 168 hobson st auckland | 6752833.0 | [37 cook, 1305/168 hobson, 1301/168 hobson, 16... | [37 Cook Street, Auckland Central, Auckland, 1... | 10.0 | 0.000000 | 1.0 |
239651 rows × 41 columns
session = requests.Session()
def geocode(address):
result = session.get("https://api-proxy.auckland-cer.cloud.edu.au/nominatim/search.php?q=" + address).json()
if result:
return pd.Series(result[0])
else:
return pd.Series()
bad_matches = df.full_address[df.LINZ_MATCH_CODE.isin([3,6,7,8,9,10])]
geocoding_results = bad_matches.progress_apply(geocode)
geocoding_results
/tmp/ipykernel_838276/736219875.py:7: DeprecationWarning: The default dtype for empty Series will be 'object' instead of 'float64' in a future version. Specify a dtype explicitly to silence this warning. return pd.Series()
| place_id | licence | osm_type | osm_id | boundingbox | lat | lon | display_name | place_rank | category | type | importance | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 2257092.0 | Data © OpenStreetMap contributors, ODbL 1.0. h... | way | 1.771129e+08 | [-36.2314861, -36.2018597, 174.6324805, 174.68... | -36.2082367 | 174.6488556 | Pakiri Block Road, Tomarata, Rodney, Auckland,... | 26.0 | highway | unclassified | 0.600 |
| 1 | 2237005.0 | Data © OpenStreetMap contributors, ODbL 1.0. h... | way | 5.928942e+07 | [-36.5117758, -36.5101989, 174.6600882, 174.66... | -36.5110662 | 174.6606005 | Ahuroa Road, Puhoi, Rodney, Auckland, 0951, Ne... | 26.0 | highway | secondary | 0.500 |
| 2 | 2268411.0 | Data © OpenStreetMap contributors, ODbL 1.0. h... | way | 1.584750e+08 | [-36.5987791, -36.5916888, 174.6506923, 174.65... | -36.5949225 | 174.6511367 | Upper Orewa Road, Rodney, Auckland, 0992, New ... | 26.0 | highway | tertiary | 0.700 |
| 6 | 2031550.0 | Data © OpenStreetMap contributors, ODbL 1.0. h... | node | 8.562562e+09 | [-36.7495572, -36.7494572, 174.6176897, 174.61... | -36.7495072 | 174.6177397 | 753A, Coatesville-Riverhead Highway, Deacon Po... | 30.0 | place | house | 0.601 |
| 8 | 2275414.0 | Data © OpenStreetMap contributors, ODbL 1.0. h... | way | 2.558329e+08 | [-36.8368187, -36.8292264, 174.4340308, 174.43... | -36.8329595 | 174.4345688 | Oaia Road, Muriwai Beach, Rodney, Auckland, 08... | 26.0 | highway | tertiary | 0.600 |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 239639 | 2500994.0 | Data © OpenStreetMap contributors, ODbL 1.0. h... | way | 6.617114e+08 | [-36.804097, -36.8039616, 174.6385867, 174.638... | -36.8040093 | 174.6386947 | Hobsonville Road, Hobsonville, Upper Harbour, ... | 26.0 | highway | secondary | 0.300 |
| 239643 | 2500994.0 | Data © OpenStreetMap contributors, ODbL 1.0. h... | way | 6.617114e+08 | [-36.804097, -36.8039616, 174.6385867, 174.638... | -36.8040093 | 174.6386947 | Hobsonville Road, Hobsonville, Upper Harbour, ... | 26.0 | highway | secondary | 0.300 |
| 239644 | 2500994.0 | Data © OpenStreetMap contributors, ODbL 1.0. h... | way | 6.617114e+08 | [-36.804097, -36.8039616, 174.6385867, 174.638... | -36.8040093 | 174.6386947 | Hobsonville Road, Hobsonville, Upper Harbour, ... | 26.0 | highway | secondary | 0.300 |
| 239645 | 2244421.0 | Data © OpenStreetMap contributors, ODbL 1.0. h... | way | 7.638381e+06 | [-36.8684516, -36.8681022, 174.7563297, 174.75... | -36.8682559 | 174.7569026 | Fenton Street, Eden Terrace, Auckland, Waitema... | 26.0 | highway | unclassified | 0.500 |
| 239650 | 2192207.0 | Data © OpenStreetMap contributors, ODbL 1.0. h... | node | 8.654487e+09 | [-36.8514673, -36.8513673, 174.7602459, 174.76... | -36.8514173 | 174.7602959 | 168, Hobson Street, Aotea Arts Quarter, Auckla... | 30.0 | place | house | 0.411 |
55417 rows × 12 columns
geocoding_results = geocoding_results.dropna()
display(geocoding_results.category.value_counts())
display(geocoding_results.type.value_counts())
highway 31463 place 7627 leisure 1050 amenity 819 building 408 natural 323 landuse 292 man_made 238 shop 133 railway 120 waterway 119 tourism 71 boundary 68 aeroway 66 bridge 24 office 18 craft 6 historic 2 junction 2 club 1 emergency 1 Name: category, dtype: int64
residential 10289 secondary 7607 house 6440 tertiary 6202 unclassified 3330 primary 3055 park 1014 suburb 426 school 303 town 281 yes 252 living_street 236 motorway 231 village 188 bus_stop 173 monitoring_station 170 trunk 151 hamlet 147 place_of_worship 140 bay 134 locality 106 motorway_junction 100 island 88 construction 87 retail 80 station 72 river 70 peak 63 administrative 62 aerodrome 55 service 45 community_centre 43 emergency_access_point 40 university 38 stream 36 fire_station 34 restaurant 34 pedestrian 34 proposed 33 motel 32 beach 32 water_well 31 apartments 29 cliff 28 hospital 27 convenience 27 doctors 26 marae 26 industrial 26 mall 25 recreation_ground 25 wood 21 cemetery 20 path 19 fuel 17 golf_course 16 library 15 hotel 15 kindergarten 15 fast_food 15 pub 14 ferry_terminal 14 attraction 13 hairdresser 12 water 12 cinema 12 parking 11 surveillance 10 bicycle 10 sports_centre 10 bar 10 pier 9 supermarket 9 bare_rock 9 car 9 viewpoint 9 track 9 volcano 9 commercial 8 milestone 8 taxiway 8 cafe 7 cape 7 neighbourhood 7 health_food 7 detached 7 waterfall 7 car_rental 6 office 6 protected_area 6 footway 6 garden_furniture 6 stop 6 childcare 6 events_venue 5 bridge 5 pumping_station 5 strait 5 yard 5 travel_agency 5 caravan_site 5 chalet 5 townhall 4 fitness_centre 4 tidal_channel 4 sailmaker 4 tower 4 theatre 4 post_office 4 wastewater_plant 4 greenhouse 3 coworking 3 department_store 3 courthouse 3 platform 3 conservation 3 association 3 dentist 3 horse_riding 3 pitch 3 government 3 estate_agent 3 company 3 gate 2 police 2 party 2 manor 2 boatbuilder 2 social_facility 2 basin 2 veterinary 2 clothes 2 mountain_range 2 boat_storage 2 tyres 2 bus_station 2 furniture 2 farm 2 waste_transfer_station 1 cycleway 1 diplomatic 1 greengrocer 1 water_sports 1 accountant 1 doityourself 1 variety_store 1 clinic 1 outdoor 1 parking_space 1 forest 1 shelter 1 religious 1 arts_centre 1 electronics 1 wine 1 planned 1 loading_dock 1 grandstand 1 dam 1 money_lender 1 parking_position 1 farmland 1 quarry 1 guest_house 1 railway 1 landfill 1 dock 1 tree 1 sport 1 ambulance_station 1 islet 1 reservoir 1 research_institute 1 Name: type, dtype: int64
geocoding_results = gpd.GeoDataFrame(geocoding_results, geometry=gpd.points_from_xy(geocoding_results.lon, geocoding_results.lat), crs=4326).to_crs(2193)
geocoding_results
| place_id | licence | osm_type | osm_id | boundingbox | lat | lon | display_name | place_rank | category | type | importance | geometry | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 2257092.0 | Data © OpenStreetMap contributors, ODbL 1.0. h... | way | 1.771129e+08 | [-36.2314861, -36.2018597, 174.6324805, 174.68... | -36.2082367 | 174.6488556 | Pakiri Block Road, Tomarata, Rodney, Auckland,... | 26.0 | highway | unclassified | 0.600 | POINT (1748222.006 5991694.579) |
| 1 | 2237005.0 | Data © OpenStreetMap contributors, ODbL 1.0. h... | way | 5.928942e+07 | [-36.5117758, -36.5101989, 174.6600882, 174.66... | -36.5110662 | 174.6606005 | Ahuroa Road, Puhoi, Rodney, Auckland, 0951, Ne... | 26.0 | highway | secondary | 0.500 | POINT (1748700.487 5958082.091) |
| 2 | 2268411.0 | Data © OpenStreetMap contributors, ODbL 1.0. h... | way | 1.584750e+08 | [-36.5987791, -36.5916888, 174.6506923, 174.65... | -36.5949225 | 174.6511367 | Upper Orewa Road, Rodney, Auckland, 0992, New ... | 26.0 | highway | tertiary | 0.700 | POINT (1747693.262 5948793.784) |
| 6 | 2031550.0 | Data © OpenStreetMap contributors, ODbL 1.0. h... | node | 8.562562e+09 | [-36.7495572, -36.7494572, 174.6176897, 174.61... | -36.7495072 | 174.6177397 | 753A, Coatesville-Riverhead Highway, Deacon Po... | 30.0 | place | house | 0.601 | POINT (1744416.415 5931694.992) |
| 8 | 2275414.0 | Data © OpenStreetMap contributors, ODbL 1.0. h... | way | 2.558329e+08 | [-36.8368187, -36.8292264, 174.4340308, 174.43... | -36.8329595 | 174.4345688 | Oaia Road, Muriwai Beach, Rodney, Auckland, 08... | 26.0 | highway | tertiary | 0.600 | POINT (1727924.760 5922697.533) |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 239639 | 2500994.0 | Data © OpenStreetMap contributors, ODbL 1.0. h... | way | 6.617114e+08 | [-36.804097, -36.8039616, 174.6385867, 174.638... | -36.8040093 | 174.6386947 | Hobsonville Road, Hobsonville, Upper Harbour, ... | 26.0 | highway | secondary | 0.300 | POINT (1746183.658 5925616.600) |
| 239643 | 2500994.0 | Data © OpenStreetMap contributors, ODbL 1.0. h... | way | 6.617114e+08 | [-36.804097, -36.8039616, 174.6385867, 174.638... | -36.8040093 | 174.6386947 | Hobsonville Road, Hobsonville, Upper Harbour, ... | 26.0 | highway | secondary | 0.300 | POINT (1746183.658 5925616.600) |
| 239644 | 2500994.0 | Data © OpenStreetMap contributors, ODbL 1.0. h... | way | 6.617114e+08 | [-36.804097, -36.8039616, 174.6385867, 174.638... | -36.8040093 | 174.6386947 | Hobsonville Road, Hobsonville, Upper Harbour, ... | 26.0 | highway | secondary | 0.300 | POINT (1746183.658 5925616.600) |
| 239645 | 2244421.0 | Data © OpenStreetMap contributors, ODbL 1.0. h... | way | 7.638381e+06 | [-36.8684516, -36.8681022, 174.7563297, 174.75... | -36.8682559 | 174.7569026 | Fenton Street, Eden Terrace, Auckland, Waitema... | 26.0 | highway | unclassified | 0.500 | POINT (1756598.507 5918301.495) |
| 239650 | 2192207.0 | Data © OpenStreetMap contributors, ODbL 1.0. h... | node | 8.654487e+09 | [-36.8514673, -36.8513673, 174.7602459, 174.76... | -36.8514173 | 174.7602959 | 168, Hobson Street, Aotea Arts Quarter, Auckla... | 30.0 | place | house | 0.411 | POINT (1756935.430 5920164.089) |
42851 rows × 13 columns
df["distance_from_geocoding_result"] = df.loc[geocoding_results.index].distance(geocoding_results)
df["distance_from_geocoding_result"].describe()
count 4.285100e+04 mean 8.331929e+03 std 6.255889e+04 min 0.000000e+00 25% 1.341384e+02 50% 4.701403e+02 75% 1.280151e+03 max 1.728650e+06 Name: distance_from_geocoding_result, dtype: float64
%%time
# redo join with updated coordinates
geocoding_results = gpd.sjoin(geocoding_results, parcels[["addresses","geometry"]], how="left")
CPU times: user 2.51 s, sys: 88 ms, total: 2.6 s Wall time: 2.6 s
geocoding_results = geocoding_results.rename(columns={"index_right": "LINZ_parcel_ID"})
geocoding_results.LINZ_parcel_ID = geocoding_results.LINZ_parcel_ID.astype("Int64")
geocoding_results
| place_id | licence | osm_type | osm_id | boundingbox | lat | lon | display_name | place_rank | category | type | importance | geometry | LINZ_parcel_ID | addresses | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 2257092.0 | Data © OpenStreetMap contributors, ODbL 1.0. h... | way | 1.771129e+08 | [-36.2314861, -36.2018597, 174.6324805, 174.68... | -36.2082367 | 174.6488556 | Pakiri Block Road, Tomarata, Rodney, Auckland,... | 26.0 | highway | unclassified | 0.600 | POINT (1748222.006 5991694.579) | 5224579 | NaN |
| 1 | 2237005.0 | Data © OpenStreetMap contributors, ODbL 1.0. h... | way | 5.928942e+07 | [-36.5117758, -36.5101989, 174.6600882, 174.66... | -36.5110662 | 174.6606005 | Ahuroa Road, Puhoi, Rodney, Auckland, 0951, Ne... | 26.0 | highway | secondary | 0.500 | POINT (1748700.487 5958082.091) | 7633409 | NaN |
| 2 | 2268411.0 | Data © OpenStreetMap contributors, ODbL 1.0. h... | way | 1.584750e+08 | [-36.5987791, -36.5916888, 174.6506923, 174.65... | -36.5949225 | 174.6511367 | Upper Orewa Road, Rodney, Auckland, 0992, New ... | 26.0 | highway | tertiary | 0.700 | POINT (1747693.262 5948793.784) | 5212313 | NaN |
| 6 | 2031550.0 | Data © OpenStreetMap contributors, ODbL 1.0. h... | node | 8.562562e+09 | [-36.7495572, -36.7494572, 174.6176897, 174.61... | -36.7495072 | 174.6177397 | 753A, Coatesville-Riverhead Highway, Deacon Po... | 30.0 | place | house | 0.601 | POINT (1744416.415 5931694.992) | 6877200 | [753a coatesville-riverhead] |
| 8 | 2275414.0 | Data © OpenStreetMap contributors, ODbL 1.0. h... | way | 2.558329e+08 | [-36.8368187, -36.8292264, 174.4340308, 174.43... | -36.8329595 | 174.4345688 | Oaia Road, Muriwai Beach, Rodney, Auckland, 08... | 26.0 | highway | tertiary | 0.600 | POINT (1727924.760 5922697.533) | 5241014 | NaN |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 239639 | 2500994.0 | Data © OpenStreetMap contributors, ODbL 1.0. h... | way | 6.617114e+08 | [-36.804097, -36.8039616, 174.6385867, 174.638... | -36.8040093 | 174.6386947 | Hobsonville Road, Hobsonville, Upper Harbour, ... | 26.0 | highway | secondary | 0.300 | POINT (1746183.658 5925616.600) | 5227023 | NaN |
| 239643 | 2500994.0 | Data © OpenStreetMap contributors, ODbL 1.0. h... | way | 6.617114e+08 | [-36.804097, -36.8039616, 174.6385867, 174.638... | -36.8040093 | 174.6386947 | Hobsonville Road, Hobsonville, Upper Harbour, ... | 26.0 | highway | secondary | 0.300 | POINT (1746183.658 5925616.600) | 5227023 | NaN |
| 239644 | 2500994.0 | Data © OpenStreetMap contributors, ODbL 1.0. h... | way | 6.617114e+08 | [-36.804097, -36.8039616, 174.6385867, 174.638... | -36.8040093 | 174.6386947 | Hobsonville Road, Hobsonville, Upper Harbour, ... | 26.0 | highway | secondary | 0.300 | POINT (1746183.658 5925616.600) | 5227023 | NaN |
| 239645 | 2244421.0 | Data © OpenStreetMap contributors, ODbL 1.0. h... | way | 7.638381e+06 | [-36.8684516, -36.8681022, 174.7563297, 174.75... | -36.8682559 | 174.7569026 | Fenton Street, Eden Terrace, Auckland, Waitema... | 26.0 | highway | unclassified | 0.500 | POINT (1756598.507 5918301.495) | 5220040 | NaN |
| 239650 | 2192207.0 | Data © OpenStreetMap contributors, ODbL 1.0. h... | node | 8.654487e+09 | [-36.8514673, -36.8513673, 174.7602459, 174.76... | -36.8514173 | 174.7602959 | 168, Hobson Street, Aotea Arts Quarter, Auckla... | 30.0 | place | house | 0.411 | POINT (1756935.430 5920164.089) | 6752833 | [37 cook, 1305/168 hobson, 1301/168 hobson, 16... |
42851 rows × 15 columns
geocoding_results["number_name"] = df.number_name[geocoding_results.index]
match = geocoding_results[~pd.isna(geocoding_results.number_name) & ~pd.isna(geocoding_results.addresses)].apply(check_match, axis=1)
geocoding_results["LINZ_MATCH_CODE"] = match
geocoding_results.LINZ_MATCH_CODE.value_counts(dropna=False)
NaN 40618 1.0 2233 Name: LINZ_MATCH_CODE, dtype: int64
geocoding_results["LINZ_2ND_MATCH_CODE"] = df.LINZ_2ND_MATCH_CODE[geocoding_results.index]
def find_match_in_range(row):
if np.isnan(row.LINZ_2ND_MATCH_CODE):
r = 1250
else:
r = 2000
indices_in_range = parcel_tree.query_ball_point([row.geometry.x, row.geometry.y], r)
potential_matches = parcels.iloc[indices_in_range]
match = potential_matches[potential_matches.addresses.str.contains(row.number_name, na=False, regex=False)]
if len(match):
row.LINZ_parcel_ID = match.index[0]
row.addresses = match.addresses.iloc[0]
row.full_addresses = match.full_addresses.iloc[0]
row.LINZ_MATCH_CODE = 2
return row
matches = geocoding_results[
~pd.isna(geocoding_results.number_name) &
pd.isna(geocoding_results["LINZ_MATCH_CODE"]) &
geocoding_results.number_name.isin(number_name_lookup.keys())].progress_apply(find_match_in_range, axis=1)
geocoding_results.update(matches)
geocoding_results.LINZ_MATCH_CODE.value_counts(dropna=False)
NaN 40407 1.0 2233 2.0 211 Name: LINZ_MATCH_CODE, dtype: int64
geocoding_results["original_LINZ_MATCH_CODE"] = df.LINZ_MATCH_CODE[geocoding_results.index]
geocoding_results
| place_id | licence | osm_type | osm_id | boundingbox | lat | lon | display_name | place_rank | category | type | importance | geometry | LINZ_parcel_ID | addresses | number_name | LINZ_MATCH_CODE | LINZ_2ND_MATCH_CODE | original_LINZ_MATCH_CODE | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 2257092.0 | Data © OpenStreetMap contributors, ODbL 1.0. h... | way | 1.771129e+08 | [-36.2314861, -36.2018597, 174.6324805, 174.68... | -36.2082367 | 174.6488556 | Pakiri Block Road, Tomarata, Rodney, Auckland,... | 26.0 | highway | unclassified | 0.600 | POINT (1748222.006 5991694.579) | 5224579 | NaN | 398 pakiri | NaN | NaN | 8.0 |
| 1 | 2237005.0 | Data © OpenStreetMap contributors, ODbL 1.0. h... | way | 5.928942e+07 | [-36.5117758, -36.5101989, 174.6600882, 174.66... | -36.5110662 | 174.6606005 | Ahuroa Road, Puhoi, Rodney, Auckland, 0951, Ne... | 26.0 | highway | secondary | 0.500 | POINT (1748700.487 5958082.091) | 7633409 | NaN | ahuroa road | NaN | NaN | 8.0 |
| 2 | 2268411.0 | Data © OpenStreetMap contributors, ODbL 1.0. h... | way | 1.584750e+08 | [-36.5987791, -36.5916888, 174.6506923, 174.65... | -36.5949225 | 174.6511367 | Upper Orewa Road, Rodney, Auckland, 0992, New ... | 26.0 | highway | tertiary | 0.700 | POINT (1747693.262 5948793.784) | 5212313 | NaN | upper orewa | NaN | NaN | 8.0 |
| 6 | 2031550.0 | Data © OpenStreetMap contributors, ODbL 1.0. h... | node | 8.562562e+09 | [-36.7495572, -36.7494572, 174.6176897, 174.61... | -36.7495072 | 174.6177397 | 753A, Coatesville-Riverhead Highway, Deacon Po... | 30.0 | place | house | 0.601 | POINT (1744416.415 5931694.992) | 6877200 | [753a coatesville-riverhead] | 753a coatesville-riverhead | 1.0 | NaN | 3.0 |
| 8 | 2275414.0 | Data © OpenStreetMap contributors, ODbL 1.0. h... | way | 2.558329e+08 | [-36.8368187, -36.8292264, 174.4340308, 174.43... | -36.8329595 | 174.4345688 | Oaia Road, Muriwai Beach, Rodney, Auckland, 08... | 26.0 | highway | tertiary | 0.600 | POINT (1727924.760 5922697.533) | 5241014 | NaN | 447 oaia | NaN | NaN | 7.0 |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 239639 | 2500994.0 | Data © OpenStreetMap contributors, ODbL 1.0. h... | way | 6.617114e+08 | [-36.804097, -36.8039616, 174.6385867, 174.638... | -36.8040093 | 174.6386947 | Hobsonville Road, Hobsonville, Upper Harbour, ... | 26.0 | highway | secondary | 0.300 | POINT (1746183.658 5925616.600) | 5227023 | NaN | 435 hobsonville | NaN | 7.0 | 7.0 |
| 239643 | 2500994.0 | Data © OpenStreetMap contributors, ODbL 1.0. h... | way | 6.617114e+08 | [-36.804097, -36.8039616, 174.6385867, 174.638... | -36.8040093 | 174.6386947 | Hobsonville Road, Hobsonville, Upper Harbour, ... | 26.0 | highway | secondary | 0.300 | POINT (1746183.658 5925616.600) | 5227023 | NaN | 433 hobsonville | NaN | 7.0 | 7.0 |
| 239644 | 2500994.0 | Data © OpenStreetMap contributors, ODbL 1.0. h... | way | 6.617114e+08 | [-36.804097, -36.8039616, 174.6385867, 174.638... | -36.8040093 | 174.6386947 | Hobsonville Road, Hobsonville, Upper Harbour, ... | 26.0 | highway | secondary | 0.300 | POINT (1746183.658 5925616.600) | 5227023 | NaN | 435 hobsonville | NaN | 7.0 | 7.0 |
| 239645 | 2244421.0 | Data © OpenStreetMap contributors, ODbL 1.0. h... | way | 7.638381e+06 | [-36.8684516, -36.8681022, 174.7563297, 174.75... | -36.8682559 | 174.7569026 | Fenton Street, Eden Terrace, Auckland, Waitema... | 26.0 | highway | unclassified | 0.500 | POINT (1756598.507 5918301.495) | 5220040 | NaN | 9 fenton | NaN | 1.0 | 10.0 |
| 239650 | 2192207.0 | Data © OpenStreetMap contributors, ODbL 1.0. h... | node | 8.654487e+09 | [-36.8514673, -36.8513673, 174.7602459, 174.76... | -36.8514173 | 174.7602959 | 168, Hobson Street, Aotea Arts Quarter, Auckla... | 30.0 | place | house | 0.411 | POINT (1756935.430 5920164.089) | 6752833 | [37 cook, 1305/168 hobson, 1301/168 hobson, 16... | 168 hobson | NaN | 1.0 | 10.0 |
42851 rows × 19 columns
text_match = geocoding_results.original_LINZ_MATCH_CODE.isin([3,6]) & pd.isna(geocoding_results.LINZ_MATCH_CODE)
print(sum(text_match))
geocoding_results = geocoding_results[~text_match]
5773
street_matches = geocoding_results[pd.isna(geocoding_results.LINZ_MATCH_CODE)].progress_apply(check_street_match, axis=1)
display(street_matches.value_counts(dropna=False))
geocoding_results.LINZ_MATCH_CODE.update(street_matches)
NaN 31240 7.0 3394 dtype: int64
/tmp/ipykernel_838276/3798380204.py:3: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy geocoding_results.LINZ_MATCH_CODE.update(street_matches)
geocoding_results.LINZ_MATCH_CODE[
pd.isna(geocoding_results.LINZ_MATCH_CODE) &
pd.isna(geocoding_results.LINZ_2ND_MATCH_CODE) &
~pd.isna(geocoding_results.LINZ_parcel_ID)] = 8
geocoding_results.LINZ_MATCH_CODE[
pd.isna(geocoding_results.LINZ_MATCH_CODE) &
pd.isna(geocoding_results.LINZ_2ND_MATCH_CODE) &
pd.isna(geocoding_results.LINZ_parcel_ID)] = 9
/tmp/ipykernel_838276/2859640296.py:1: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy geocoding_results.LINZ_MATCH_CODE[ /home/ubuntu/miniconda3/envs/house-upzone/lib/python3.9/site-packages/pandas/core/generic.py:8870: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy return self._update_inplace(result) /tmp/ipykernel_838276/2859640296.py:5: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy geocoding_results.LINZ_MATCH_CODE[
geocoding_results.LINZ_MATCH_CODE.value_counts(dropna=False)
8.0 17370 NaN 13347 7.0 3394 1.0 2233 9.0 523 2.0 211 Name: LINZ_MATCH_CODE, dtype: int64
geocoding_results["OBS"] = df.OBS[geocoding_results.index]
geocoding_results.LINZ_MATCH_CODE[pd.isna(geocoding_results.LINZ_MATCH_CODE) &
geocoding_results.LINZ_2ND_MATCH_CODE.isin([1,2,4,5])
] = 10
geocoding_results.LINZ_MATCH_CODE[pd.isna(geocoding_results.LINZ_MATCH_CODE) & ~pd.isna(geocoding_results.LINZ_parcel_ID)] = 8
/home/ubuntu/miniconda3/envs/house-upzone/lib/python3.9/site-packages/geopandas/geodataframe.py:1322: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame. Try using .loc[row_indexer,col_indexer] = value instead See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy super(GeoDataFrame, self).__setitem__(key, value) /tmp/ipykernel_838276/3040101686.py:2: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy geocoding_results.LINZ_MATCH_CODE[pd.isna(geocoding_results.LINZ_MATCH_CODE) & /tmp/ipykernel_838276/3040101686.py:5: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy geocoding_results.LINZ_MATCH_CODE[pd.isna(geocoding_results.LINZ_MATCH_CODE) & ~pd.isna(geocoding_results.LINZ_parcel_ID)] = 8
# Actually, this operation is equivalent to +=3
geocoding_results.LINZ_MATCH_CODE.update(geocoding_results.LINZ_MATCH_CODE[geocoding_results.original_LINZ_MATCH_CODE.isin([4,5,6])].replace({1: 4, 2: 5, 3: 6}))
/tmp/ipykernel_838276/4103146720.py:2: SettingWithCopyWarning:
A value is trying to be set on a copy of a slice from a DataFrame
See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
geocoding_results.LINZ_MATCH_CODE.update(geocoding_results.LINZ_MATCH_CODE[geocoding_results.original_LINZ_MATCH_CODE.isin([4,5,6])].replace({1: 4, 2: 5, 3: 6}))
made_it_worse = geocoding_results.LINZ_MATCH_CODE > geocoding_results.original_LINZ_MATCH_CODE
print(sum(made_it_worse))
geocoding_results = geocoding_results[~made_it_worse]
4664
geocoding_results["change"] = geocoding_results.apply(lambda row: f"{row.original_LINZ_MATCH_CODE} -> {row.LINZ_MATCH_CODE}", axis=1)
geocoding_results["change"].value_counts()
8.0 -> 8.0 15171 10.0 -> 10.0 10335 3.0 -> 1.0 1852 7.0 -> 7.0 1371 8.0 -> 7.0 1146 10.0 -> 8.0 992 10.0 -> 7.0 877 6.0 -> 4.0 232 3.0 -> 2.0 150 10.0 -> 1.0 149 9.0 -> 9.0 51 10.0 -> 2.0 43 9.0 -> 8.0 18 6.0 -> 5.0 18 8.0 -> nan 6 7.0 -> nan 2 10.0 -> nan 1 Name: change, dtype: int64
display(geocoding_results.change[pd.isna(geocoding_results.LINZ_2ND_MATCH_CODE)].value_counts())
display(geocoding_results.change[~pd.isna(geocoding_results.LINZ_2ND_MATCH_CODE)].value_counts())
8.0 -> 8.0 13780 3.0 -> 1.0 1534 7.0 -> 7.0 1242 8.0 -> 7.0 984 6.0 -> 4.0 214 3.0 -> 2.0 123 9.0 -> 9.0 51 6.0 -> 5.0 18 9.0 -> 8.0 18 Name: change, dtype: int64
10.0 -> 10.0 10335 8.0 -> 8.0 1391 10.0 -> 8.0 992 10.0 -> 7.0 877 3.0 -> 1.0 318 8.0 -> 7.0 162 10.0 -> 1.0 149 7.0 -> 7.0 129 10.0 -> 2.0 43 3.0 -> 2.0 27 6.0 -> 4.0 18 8.0 -> nan 6 7.0 -> nan 2 10.0 -> nan 1 Name: change, dtype: int64
good_changes = geocoding_results.LINZ_MATCH_CODE < geocoding_results.original_LINZ_MATCH_CODE
print(sum(good_changes))
geocoding_results = geocoding_results[good_changes]
geocoding_results["change"].value_counts()
5477
3.0 -> 1.0 1852 8.0 -> 7.0 1146 10.0 -> 8.0 992 10.0 -> 7.0 877 6.0 -> 4.0 232 3.0 -> 2.0 150 10.0 -> 1.0 149 10.0 -> 2.0 43 6.0 -> 5.0 18 9.0 -> 8.0 18 Name: change, dtype: int64
df.update(geocoding_results)
df
| index | OBS | CONSENT_DATE | MARCH_YEAR | ADDRESS_1 | ADDRESS_2 | ADDRESS_3 | LB_Name | BUILDING_TYPE_NAME | BUILDING_TYPE_CODE | FLOOR_AREA | VALUE | BUILDINGS | Building_Type_Group | Residential_Type | Business_Group | Business_Category | Type_Class_Year | MBCODE | MBYEAR | AUP_BaseZone | AUP_BaseZone_Group | ZONE | ZONE_ID | ZONE_NAME | ZONE_TYPE | BUSINESS_TYPE | PlanAreaName | SHA_Name_154 | X_Coordinate | Y_Coordinate | geometry | Ranged_Address_indicator | number_name | full_address | LINZ_parcel_ID | addresses | full_addresses | LINZ_MATCH_CODE | distance_to_parcel | LINZ_2ND_MATCH_CODE | distance_from_geocoding_result | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 227614.0 | Feb 01, 2021 12:00:00 AM | Mar 01, 2020 12:00:00 AM | 398 PAKIRI BLOCK ROAD | Tomarata | Auckland | Rodney | Houses | 1111.0 | 231.0 | NaN | 1.0 | Residential | Detached | NaN | NaN | 2014.0 | 135900.0 | 2013.0 | Road | General | 27.0 | NaN | NaN | NaN | NaN | NaN | NaN | 174.634550 | -36.224858 | POINT (1746904.853 5989872.553) | False | 398 pakiri | 398 pakiri block road tomarata auckland | 5209817 | NaN | NaN | 8.0 | 0.000000 | NaN | 2248.259536 |
| 1 | 1 | 227656.0 | Feb 01, 2021 12:00:00 AM | Mar 01, 2020 12:00:00 AM | Ahuroa Road | Puhoi | Auckland | Rodney | Non-building construction | 3111.0 | 0.0 | NaN | 1.0 | Other | NaN | NaN | NaN | 2014.0 | 146701.0 | 2013.0 | Road | General | 27.0 | NaN | NaN | NaN | NaN | NaN | NaN | 174.568721 | -36.475863 | POINT (1740536.028 5962125.407) | False | ahuroa road | ahuroa road puhoi auckland | 5227114 | NaN | NaN | 8.0 | 0.000000 | NaN | 9110.806700 |
| 2 | 2 | 227796.0 | Feb 01, 2021 12:00:00 AM | Mar 01, 2020 12:00:00 AM | Upper Orewa Road | Upper Orewa | Auckland | Rodney | Townhouses, flats, units, and other dwellings | 1129.0 | 260.0 | NaN | 2.0 | Residential | Attached | NaN | NaN | 2014.0 | 177701.0 | 2013.0 | Road | General | 27.0 | NaN | NaN | NaN | NaN | NaN | NaN | 174.641586 | -36.590190 | POINT (1746847.868 5949333.496) | False | upper orewa | upper orewa road upper orewa auckland | 6605265 | NaN | NaN | 8.0 | 0.000000 | NaN | 1002.985573 |
| 3 | 3 | 227896.0 | Feb 01, 2021 12:00:00 AM | Mar 01, 2020 12:00:00 AM | 56 VINISTRA ROAD | Huapai | Auckland | Rodney | Houses | 1111.0 | 179.0 | NaN | 1.0 | Residential | Detached | NaN | NaN | 2014.0 | 214900.0 | 2013.0 | Road | General | 27.0 | RDC_7 | Future Urban | Rural | NaN | Huapai Triangle | Huapai Triangle | 174.541738 | -36.778192 | POINT (1737579.970 5928624.665) | False | 56 vinistra | 56 vinistra road huapai auckland | 8081617 | [56 vinistra] | [56 Vinistra Road, Kumeū] | 2.0 | 272.107738 | NaN | NaN |
| 4 | 4 | 227902.0 | Feb 01, 2021 12:00:00 AM | Mar 01, 2020 12:00:00 AM | 77 VINISTRA ROAD | Huapai | Auckland | Rodney | Houses | 1111.0 | 180.0 | NaN | 1.0 | Residential | Detached | NaN | NaN | 2014.0 | 214900.0 | 2013.0 | Road | General | 27.0 | RDC_7 | Future Urban | Rural | NaN | Huapai Triangle | Huapai Triangle | 174.541738 | -36.778192 | POINT (1737579.970 5928624.665) | False | 77 vinistra | 77 vinistra road huapai auckland | 8081611 | [77 vinistra] | [77 Vinistra Road, Kumeū] | 2.0 | 302.608731 | NaN | NaN |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 239646 | 151357.0_11 | 151357.0 | Jul 01, 2014 12:00:00 AM | Mar 01, 2015 12:00:00 AM | 9-11 | FENTON ST | EDEN TERRACE | Waitemata | New Flats | 1200.0 | 3760.0 | 3000000.0 | 37.0 | Residential | Attached | NaN | NaN | 1998.0 | 419702.0 | 2013.0 | Business - Mixed Use Zone | Business | 12.0 | ACC_10 | Business MU | Business | Commercial | NaN | NaN | 174.757447 | -36.868315 | POINT (1756646.878 5918294.000) | True | 11 fenton | 11 fenton st eden terrace | 7523952.0 | [501/11 fenton, 401/11 fenton, 402/11 fenton, ... | [501/11 Fenton Street, Mount Eden, Auckland, 4... | 1.0 | 0.000000 | 1.0 | NaN |
| 239647 | 151355.0_138 | 151355.0 | Jul 01, 2014 12:00:00 AM | Mar 01, 2015 12:00:00 AM | 138A-138C | GOWING DR | MEADOWBANK | Orakei | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 214.0 | 390000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 461300.0 | 2013.0 | Residential - Mixed Housing Suburban Zone | Residential | 18.0 | ACC_24 | Residential 6a | Residential | NaN | NaN | NaN | 174.838299 | -36.867962 | POINT (1763854.987 5918197.479) | True | 138 gowing | 138 gowing dr meadowbank | 7445958 | [138 gowing] | [138 Gowing Drive, Meadowbank, Auckland] | 2.0 | 12.431048 | 2.0 | NaN |
| 239648 | 151352.0_164 | 151352.0 | Jul 01, 2014 12:00:00 AM | Mar 01, 2015 12:00:00 AM | 164-168 | HOBSON ST | AUCKLAND | Waitemata | New Flats | 1200.0 | 0.0 | 3650000.0 | 0.0 | Residential | Attached | NaN | NaN | 1998.0 | 434200.0 | 2013.0 | Business - City Centre Zone | Business | 35.0 | CBD_1 | Central Area A | Business | Commercial | NaN | NaN | 174.760314 | -36.851526 | POINT (1756936.812 5920152.000) | True | 164 hobson | 164 hobson st auckland | 6752833.0 | [37 cook, 1305/168 hobson, 1301/168 hobson, 16... | [37 Cook Street, Auckland Central, Auckland, 1... | 1.0 | 0.000000 | 1.0 | NaN |
| 239649 | 151352.0_166 | 151352.0 | Jul 01, 2014 12:00:00 AM | Mar 01, 2015 12:00:00 AM | 164-168 | HOBSON ST | AUCKLAND | Waitemata | New Flats | 1200.0 | 0.0 | 3650000.0 | 0.0 | Residential | Attached | NaN | NaN | 1998.0 | 434200.0 | 2013.0 | Business - City Centre Zone | Business | 35.0 | CBD_1 | Central Area A | Business | Commercial | NaN | NaN | 174.760314 | -36.851526 | POINT (1756936.812 5920152.000) | True | 166 hobson | 166 hobson st auckland | 6752833.0 | [37 cook, 1305/168 hobson, 1301/168 hobson, 16... | [37 Cook Street, Auckland Central, Auckland, 1... | 1.0 | 0.000000 | 1.0 | NaN |
| 239650 | 151352.0_168 | 151352.0 | Jul 01, 2014 12:00:00 AM | Mar 01, 2015 12:00:00 AM | 164-168 | HOBSON ST | AUCKLAND | Waitemata | New Flats | 1200.0 | 0.0 | 3650000.0 | 0.0 | Residential | Attached | NaN | NaN | 1998.0 | 434200.0 | 2013.0 | Business - City Centre Zone | Business | 35.0 | CBD_1 | Central Area A | Business | Commercial | NaN | NaN | 174.760314 | -36.851526 | POINT (1756935.430 5920164.089) | True | 168 hobson | 168 hobson st auckland | 6752833 | [37 cook, 1305/168 hobson, 1301/168 hobson, 16... | [37 Cook Street, Auckland Central, Auckland, 1... | 7.0 | 0.000000 | 1.0 | 12.168140 |
239651 rows × 42 columns
df.LINZ_MATCH_CODE.value_counts(dropna=False)
1.0 133138 2.0 51003 8.0 25140 10.0 11244 7.0 9941 3.0 6266 4.0 1706 5.0 831 6.0 285 9.0 97 Name: LINZ_MATCH_CODE, dtype: int64
sum(df.LINZ_MATCH_CODE < df.LINZ_2ND_MATCH_CODE)
611
group = df[~pd.isna(df.LINZ_2ND_MATCH_CODE)].groupby("OBS")
group
<pandas.core.groupby.generic.DataFrameGroupBy object at 0x7f9025f5c2e0>
updates = []
for ix, sample in tqdm(group):
minmatch = sample.LINZ_MATCH_CODE.min()
if minmatch <=2:
sample.loc[sample.LINZ_MATCH_CODE>2, "LINZ_MATCH_CODE"] = 10
elif minmatch <=5:
sample.loc[sample.LINZ_MATCH_CODE>5, "LINZ_MATCH_CODE"] = 10
sample.LINZ_2ND_MATCH_CODE = minmatch
updates.append(sample)
updates = pd.concat(updates)
updates
| index | OBS | CONSENT_DATE | MARCH_YEAR | ADDRESS_1 | ADDRESS_2 | ADDRESS_3 | LB_Name | BUILDING_TYPE_NAME | BUILDING_TYPE_CODE | FLOOR_AREA | VALUE | BUILDINGS | Building_Type_Group | Residential_Type | Business_Group | Business_Category | Type_Class_Year | MBCODE | MBYEAR | AUP_BaseZone | AUP_BaseZone_Group | ZONE | ZONE_ID | ZONE_NAME | ZONE_TYPE | BUSINESS_TYPE | PlanAreaName | SHA_Name_154 | X_Coordinate | Y_Coordinate | geometry | Ranged_Address_indicator | number_name | full_address | LINZ_parcel_ID | addresses | full_addresses | LINZ_MATCH_CODE | distance_to_parcel | LINZ_2ND_MATCH_CODE | distance_from_geocoding_result | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 227904 | 112.0_137 | 112.0 | Apr 01, 1991 12:00:00 AM | Apr 01, 1992 12:00:00 AM | 137-139 | SOLAR RD | GLEN EDEN | Waitakere Ranges | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 97.0 | 60685.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 278406.0 | 2013.0 | Residential - Single House Zone | Residential | 19.0 | WCC_7 | Living | Residential | NaN | NaN | NaN | 174.630125 | -36.914665 | POINT (1745209.590 5913353.158) | True | 137 solar | 137 solar rd glen eden | 5118671.0 | [139 solar] | [139 Solar Road, Glen Eden, Auckland] | 10.0 | 0.000000 | 1.0 | NaN |
| 227905 | 112.0_139 | 112.0 | Apr 01, 1991 12:00:00 AM | Apr 01, 1992 12:00:00 AM | 137-139 | SOLAR RD | GLEN EDEN | Waitakere Ranges | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 97.0 | 60685.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 278406.0 | 2013.0 | Residential - Single House Zone | Residential | 19.0 | WCC_7 | Living | Residential | NaN | NaN | NaN | 174.630125 | -36.914665 | POINT (1745209.590 5913353.158) | True | 139 solar | 139 solar rd glen eden | 5118671.0 | [139 solar] | [139 Solar Road, Glen Eden, Auckland] | 1.0 | 0.000000 | 1.0 | NaN |
| 227902 | 128.0_109 | 128.0 | Apr 01, 1991 12:00:00 AM | Apr 01, 1992 12:00:00 AM | 109-111 | HUTCHINSON AVE | NEW LYNN | Whau | New Flats | 1200.0 | 85.0 | 85000.0 | 1.0 | Residential | Attached | NaN | NaN | 1998.0 | 262001.0 | 2013.0 | Road | General | 27.0 | NaN | NaN | NaN | NaN | New Lynn Strategic Area | New Lynn - Strategic Area | 174.671724 | -36.918903 | POINT (1748907.184 5912818.837) | True | 109 hutchinson | 109 hutchinson ave new lynn | 4852262 | [109 hutchinson] | [109 Hutchinson Avenue, New Lynn, Auckland] | 2.0 | 253.058177 | 2.0 | NaN |
| 227903 | 128.0_111 | 128.0 | Apr 01, 1991 12:00:00 AM | Apr 01, 1992 12:00:00 AM | 109-111 | HUTCHINSON AVE | NEW LYNN | Whau | New Flats | 1200.0 | 85.0 | 85000.0 | 1.0 | Residential | Attached | NaN | NaN | 1998.0 | 262001.0 | 2013.0 | Road | General | 27.0 | NaN | NaN | NaN | NaN | New Lynn Strategic Area | New Lynn - Strategic Area | 174.671724 | -36.918903 | POINT (1748907.184 5912818.837) | True | 111 hutchinson | 111 hutchinson ave new lynn | 5234122 | NaN | NaN | 10.0 | 0.000000 | 2.0 | 660.403751 |
| 227900 | 282.0_11 | 282.0 | Apr 01, 1991 12:00:00 AM | Apr 01, 1992 12:00:00 AM | 11-13 | MARION AVE | MT ROSKILL | Puketapapa | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 123.0 | 134156.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 579300.0 | 2013.0 | Business - Light Industry Zone | Business | 17.0 | ACC_4 | Business 4 | Business | Commercial | NaN | NaN | 174.730030 | -36.910799 | POINT (1754117.445 5913625.292) | True | 11 marion | 11 marion ave mt roskill | 4928143 | [11 marion, 1/11 marion, 2/11 marion] | [11 Marion Avenue, Mount Roskill, Auckland, 1/... | 2.0 | 164.829714 | 2.0 | NaN |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 201638 | 228236.0_80 | 228236.0 | Feb 01, 2021 12:00:00 AM | Mar 01, 2020 12:00:00 AM | 74-80 Wellesley Street West | Auckland Central | Auckland | Waitemata | Hotels, motels, and other short-term accommoda... | 2121.0 | 0.0 | NaN | 1.0 | Business | NaN | Group 2 | Hospitality | 2014.0 | 434101.0 | 2013.0 | Business - City Centre Zone | Business | 35.0 | CBD_29 | Victoria Quarter D | Business | Commercial | NaN | NaN | 174.759814 | -36.849841 | POINT (1756895.713 5920339.797) | True | 80 wellesley | 80 wellesley street west auckland central auck... | 5127693.0 | [78 wellesley] | [78 Wellesley Street West, Auckland Central, A... | 10.0 | 0.000000 | 1.0 | 273.637031 |
| 201639 | 228263.0_469 | 228263.0 | Feb 01, 2021 12:00:00 AM | Mar 01, 2020 12:00:00 AM | 469-471 Parnell Road | Parnell | Auckland | Waitemata | Non-building construction | 3111.0 | 0.0 | NaN | 1.0 | Other | NaN | NaN | NaN | 2014.0 | 452100.0 | 2013.0 | Residential - Terrace Housing and Apartment Bu... | Residential | 8.0 | ACC_27 | Residential 7b | Residential | NaN | NaN | NaN | 174.782298 | -36.860785 | POINT (1758877.787 5919088.400) | True | 469 parnell | 469 parnell road parnell auckland | 4789405 | [471 parnell, 469 parnell] | [471 Parnell Road, Parnell, Auckland, 469 Parn... | 1.0 | 0.000000 | 1.0 | NaN |
| 201640 | 228263.0_471 | 228263.0 | Feb 01, 2021 12:00:00 AM | Mar 01, 2020 12:00:00 AM | 469-471 Parnell Road | Parnell | Auckland | Waitemata | Non-building construction | 3111.0 | 0.0 | NaN | 1.0 | Other | NaN | NaN | NaN | 2014.0 | 452100.0 | 2013.0 | Residential - Terrace Housing and Apartment Bu... | Residential | 8.0 | ACC_27 | Residential 7b | Residential | NaN | NaN | NaN | 174.782298 | -36.860785 | POINT (1758877.787 5919088.400) | True | 471 parnell | 471 parnell road parnell auckland | 4789405 | [471 parnell, 469 parnell] | [471 Parnell Road, Parnell, Auckland, 469 Parn... | 1.0 | 0.000000 | 1.0 | NaN |
| 201641 | 228338.0_17 | 228338.0 | Feb 01, 2021 12:00:00 AM | Mar 01, 2020 12:00:00 AM | 17-19 TUHAERE STREET | Orakei | Auckland | Orakei | Houses | 1111.0 | 450.0 | NaN | 1.0 | Residential | Detached | NaN | NaN | 2014.0 | 496600.0 | 2013.0 | Residential - Mixed Housing Suburban Zone | Residential | 18.0 | ACC_20 | Residential 2b | Residential | NaN | NaN | NaN | 174.808929 | -36.853044 | POINT (1761268.211 5919902.539) | True | 17 tuhaere | 17 tuhaere street orakei auckland | 4805914.0 | [17 tuhaere] | [17 Tuhaere Street, Orakei, Auckland] | 1.0 | 0.000000 | 1.0 | NaN |
| 201642 | 228338.0_19 | 228338.0 | Feb 01, 2021 12:00:00 AM | Mar 01, 2020 12:00:00 AM | 17-19 TUHAERE STREET | Orakei | Auckland | Orakei | Houses | 1111.0 | 450.0 | NaN | 1.0 | Residential | Detached | NaN | NaN | 2014.0 | 496600.0 | 2013.0 | Residential - Mixed Housing Suburban Zone | Residential | 18.0 | ACC_20 | Residential 2b | Residential | NaN | NaN | NaN | 174.808929 | -36.853044 | POINT (1761268.211 5919902.539) | True | 19 tuhaere | 19 tuhaere street orakei auckland | 4934129.0 | [19 tuhaere] | [19 Tuhaere Street, Orakei, Auckland] | 2.0 | 1.336673 | 1.0 | NaN |
38023 rows × 42 columns
df.update(updates)
assert sum(df.LINZ_MATCH_CODE < df.LINZ_2ND_MATCH_CODE) == 0
df.LINZ_MATCH_CODE.value_counts()
1.0 133138 2.0 51003 8.0 24139 10.0 13689 7.0 9064 3.0 5703 4.0 1702 5.0 831 6.0 285 9.0 97 Name: LINZ_MATCH_CODE, dtype: int64
df.LINZ_parcel_ID[df.LINZ_MATCH_CODE >= 9] = np.nan
df.addresses[df.LINZ_MATCH_CODE >= 9] = np.nan
df.full_addresses[df.LINZ_MATCH_CODE >= 9] = np.nan
/tmp/ipykernel_838276/3577278218.py:1: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy df.LINZ_parcel_ID[df.LINZ_MATCH_CODE >= 9] = np.nan /tmp/ipykernel_838276/3577278218.py:2: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy df.addresses[df.LINZ_MATCH_CODE >= 9] = np.nan /tmp/ipykernel_838276/3577278218.py:3: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy df.full_addresses[df.LINZ_MATCH_CODE >= 9] = np.nan
distances = df[~pd.isna(df.LINZ_parcel_ID)].distance(parcels.loc[df.LINZ_parcel_ID[~pd.isna(df.LINZ_parcel_ID)]], align=False)
display(distances)
display(distances[distances>0].describe())
0 0.000000
1 0.000000
2 0.000000
3 272.107738
4 302.608731
...
239644 0.000000
239646 0.000000
239647 12.431048
239648 0.000000
239649 0.000000
Length: 225809, dtype: float64
count 57823.000000 mean 2397.246340 std 8517.809372 min 0.000062 25% 10.607484 50% 35.374714 75% 178.898393 max 399996.638879 dtype: float64
df["distance_to_parcel"] = distances
print(sum((df.LINZ_MATCH_CODE < 7) & (df.addresses.str.len()!=df.full_addresses.str.len())))
308
non_na_parcel_ids = df.LINZ_parcel_ID[~pd.isna(df.LINZ_parcel_ID)]
full_addrs = parcels.full_addresses[non_na_parcel_ids]
full_addrs.index = non_na_parcel_ids.index
df.full_addresses = full_addrs
print(sum((df.LINZ_MATCH_CODE < 7) & (df.addresses.str.len()!=df.full_addresses.str.len())))
display(df)
0
| index | OBS | CONSENT_DATE | MARCH_YEAR | ADDRESS_1 | ADDRESS_2 | ADDRESS_3 | LB_Name | BUILDING_TYPE_NAME | BUILDING_TYPE_CODE | FLOOR_AREA | VALUE | BUILDINGS | Building_Type_Group | Residential_Type | Business_Group | Business_Category | Type_Class_Year | MBCODE | MBYEAR | AUP_BaseZone | AUP_BaseZone_Group | ZONE | ZONE_ID | ZONE_NAME | ZONE_TYPE | BUSINESS_TYPE | PlanAreaName | SHA_Name_154 | X_Coordinate | Y_Coordinate | geometry | Ranged_Address_indicator | number_name | full_address | LINZ_parcel_ID | addresses | full_addresses | LINZ_MATCH_CODE | distance_to_parcel | LINZ_2ND_MATCH_CODE | distance_from_geocoding_result | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 227614.0 | Feb 01, 2021 12:00:00 AM | Mar 01, 2020 12:00:00 AM | 398 PAKIRI BLOCK ROAD | Tomarata | Auckland | Rodney | Houses | 1111.0 | 231.0 | NaN | 1.0 | Residential | Detached | NaN | NaN | 2014.0 | 135900.0 | 2013.0 | Road | General | 27.0 | NaN | NaN | NaN | NaN | NaN | NaN | 174.634550 | -36.224858 | POINT (1746904.853 5989872.553) | False | 398 pakiri | 398 pakiri block road tomarata auckland | 5209817 | NaN | NaN | 8.0 | 0.000000 | NaN | 2248.259536 |
| 1 | 1 | 227656.0 | Feb 01, 2021 12:00:00 AM | Mar 01, 2020 12:00:00 AM | Ahuroa Road | Puhoi | Auckland | Rodney | Non-building construction | 3111.0 | 0.0 | NaN | 1.0 | Other | NaN | NaN | NaN | 2014.0 | 146701.0 | 2013.0 | Road | General | 27.0 | NaN | NaN | NaN | NaN | NaN | NaN | 174.568721 | -36.475863 | POINT (1740536.028 5962125.407) | False | ahuroa road | ahuroa road puhoi auckland | 5227114 | NaN | NaN | 8.0 | 0.000000 | NaN | 9110.806700 |
| 2 | 2 | 227796.0 | Feb 01, 2021 12:00:00 AM | Mar 01, 2020 12:00:00 AM | Upper Orewa Road | Upper Orewa | Auckland | Rodney | Townhouses, flats, units, and other dwellings | 1129.0 | 260.0 | NaN | 2.0 | Residential | Attached | NaN | NaN | 2014.0 | 177701.0 | 2013.0 | Road | General | 27.0 | NaN | NaN | NaN | NaN | NaN | NaN | 174.641586 | -36.590190 | POINT (1746847.868 5949333.496) | False | upper orewa | upper orewa road upper orewa auckland | 6605265 | NaN | NaN | 8.0 | 0.000000 | NaN | 1002.985573 |
| 3 | 3 | 227896.0 | Feb 01, 2021 12:00:00 AM | Mar 01, 2020 12:00:00 AM | 56 VINISTRA ROAD | Huapai | Auckland | Rodney | Houses | 1111.0 | 179.0 | NaN | 1.0 | Residential | Detached | NaN | NaN | 2014.0 | 214900.0 | 2013.0 | Road | General | 27.0 | RDC_7 | Future Urban | Rural | NaN | Huapai Triangle | Huapai Triangle | 174.541738 | -36.778192 | POINT (1737579.970 5928624.665) | False | 56 vinistra | 56 vinistra road huapai auckland | 8081617 | [56 vinistra] | [56 Vinistra Road, Kumeū] | 2.0 | 272.107738 | NaN | NaN |
| 4 | 4 | 227902.0 | Feb 01, 2021 12:00:00 AM | Mar 01, 2020 12:00:00 AM | 77 VINISTRA ROAD | Huapai | Auckland | Rodney | Houses | 1111.0 | 180.0 | NaN | 1.0 | Residential | Detached | NaN | NaN | 2014.0 | 214900.0 | 2013.0 | Road | General | 27.0 | RDC_7 | Future Urban | Rural | NaN | Huapai Triangle | Huapai Triangle | 174.541738 | -36.778192 | POINT (1737579.970 5928624.665) | False | 77 vinistra | 77 vinistra road huapai auckland | 8081611 | [77 vinistra] | [77 Vinistra Road, Kumeū] | 2.0 | 302.608731 | NaN | NaN |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 239646 | 151357.0_11 | 151357.0 | Jul 01, 2014 12:00:00 AM | Mar 01, 2015 12:00:00 AM | 9-11 | FENTON ST | EDEN TERRACE | Waitemata | New Flats | 1200.0 | 3760.0 | 3000000.0 | 37.0 | Residential | Attached | NaN | NaN | 1998.0 | 419702.0 | 2013.0 | Business - Mixed Use Zone | Business | 12.0 | ACC_10 | Business MU | Business | Commercial | NaN | NaN | 174.757447 | -36.868315 | POINT (1756646.878 5918294.000) | True | 11 fenton | 11 fenton st eden terrace | 7523952.0 | [501/11 fenton, 401/11 fenton, 402/11 fenton, ... | [501/11 Fenton Street, Mount Eden, Auckland, 4... | 1.0 | 0.000000 | 1.0 | NaN |
| 239647 | 151355.0_138 | 151355.0 | Jul 01, 2014 12:00:00 AM | Mar 01, 2015 12:00:00 AM | 138A-138C | GOWING DR | MEADOWBANK | Orakei | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 214.0 | 390000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 461300.0 | 2013.0 | Residential - Mixed Housing Suburban Zone | Residential | 18.0 | ACC_24 | Residential 6a | Residential | NaN | NaN | NaN | 174.838299 | -36.867962 | POINT (1763854.987 5918197.479) | True | 138 gowing | 138 gowing dr meadowbank | 7445958 | [138 gowing] | [138 Gowing Drive, Meadowbank, Auckland] | 2.0 | 12.431048 | 2.0 | NaN |
| 239648 | 151352.0_164 | 151352.0 | Jul 01, 2014 12:00:00 AM | Mar 01, 2015 12:00:00 AM | 164-168 | HOBSON ST | AUCKLAND | Waitemata | New Flats | 1200.0 | 0.0 | 3650000.0 | 0.0 | Residential | Attached | NaN | NaN | 1998.0 | 434200.0 | 2013.0 | Business - City Centre Zone | Business | 35.0 | CBD_1 | Central Area A | Business | Commercial | NaN | NaN | 174.760314 | -36.851526 | POINT (1756936.812 5920152.000) | True | 164 hobson | 164 hobson st auckland | 6752833.0 | [37 cook, 1305/168 hobson, 1301/168 hobson, 16... | [37 Cook Street, Auckland Central, Auckland, 1... | 1.0 | 0.000000 | 1.0 | NaN |
| 239649 | 151352.0_166 | 151352.0 | Jul 01, 2014 12:00:00 AM | Mar 01, 2015 12:00:00 AM | 164-168 | HOBSON ST | AUCKLAND | Waitemata | New Flats | 1200.0 | 0.0 | 3650000.0 | 0.0 | Residential | Attached | NaN | NaN | 1998.0 | 434200.0 | 2013.0 | Business - City Centre Zone | Business | 35.0 | CBD_1 | Central Area A | Business | Commercial | NaN | NaN | 174.760314 | -36.851526 | POINT (1756936.812 5920152.000) | True | 166 hobson | 166 hobson st auckland | 6752833.0 | [37 cook, 1305/168 hobson, 1301/168 hobson, 16... | [37 Cook Street, Auckland Central, Auckland, 1... | 1.0 | 0.000000 | 1.0 | NaN |
| 239650 | 151352.0_168 | 151352.0 | Jul 01, 2014 12:00:00 AM | Mar 01, 2015 12:00:00 AM | 164-168 | HOBSON ST | AUCKLAND | Waitemata | New Flats | 1200.0 | 0.0 | 3650000.0 | 0.0 | Residential | Attached | NaN | NaN | 1998.0 | 434200.0 | 2013.0 | Business - City Centre Zone | Business | 35.0 | CBD_1 | Central Area A | Business | Commercial | NaN | NaN | 174.760314 | -36.851526 | POINT (1756935.430 5920164.089) | True | 168 hobson | 168 hobson st auckland | NaN | NaN | NaN | 10.0 | NaN | 1.0 | 12.168140 |
239651 rows × 42 columns
def get_full_addr(row):
try:
return row.full_addresses[row.addresses.index(row.number_name)]
except:
display(row)
df["matched_address"] = df[df.LINZ_MATCH_CODE < 7].progress_apply(get_full_addr, axis=1)
df
| index | OBS | CONSENT_DATE | MARCH_YEAR | ADDRESS_1 | ADDRESS_2 | ADDRESS_3 | LB_Name | BUILDING_TYPE_NAME | BUILDING_TYPE_CODE | FLOOR_AREA | VALUE | BUILDINGS | Building_Type_Group | Residential_Type | Business_Group | Business_Category | Type_Class_Year | MBCODE | MBYEAR | AUP_BaseZone | AUP_BaseZone_Group | ZONE | ZONE_ID | ZONE_NAME | ZONE_TYPE | BUSINESS_TYPE | PlanAreaName | SHA_Name_154 | X_Coordinate | Y_Coordinate | geometry | Ranged_Address_indicator | number_name | full_address | LINZ_parcel_ID | addresses | full_addresses | LINZ_MATCH_CODE | distance_to_parcel | LINZ_2ND_MATCH_CODE | distance_from_geocoding_result | matched_address | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 227614.0 | Feb 01, 2021 12:00:00 AM | Mar 01, 2020 12:00:00 AM | 398 PAKIRI BLOCK ROAD | Tomarata | Auckland | Rodney | Houses | 1111.0 | 231.0 | NaN | 1.0 | Residential | Detached | NaN | NaN | 2014.0 | 135900.0 | 2013.0 | Road | General | 27.0 | NaN | NaN | NaN | NaN | NaN | NaN | 174.634550 | -36.224858 | POINT (1746904.853 5989872.553) | False | 398 pakiri | 398 pakiri block road tomarata auckland | 5209817 | NaN | NaN | 8.0 | 0.000000 | NaN | 2248.259536 | NaN |
| 1 | 1 | 227656.0 | Feb 01, 2021 12:00:00 AM | Mar 01, 2020 12:00:00 AM | Ahuroa Road | Puhoi | Auckland | Rodney | Non-building construction | 3111.0 | 0.0 | NaN | 1.0 | Other | NaN | NaN | NaN | 2014.0 | 146701.0 | 2013.0 | Road | General | 27.0 | NaN | NaN | NaN | NaN | NaN | NaN | 174.568721 | -36.475863 | POINT (1740536.028 5962125.407) | False | ahuroa road | ahuroa road puhoi auckland | 5227114 | NaN | NaN | 8.0 | 0.000000 | NaN | 9110.806700 | NaN |
| 2 | 2 | 227796.0 | Feb 01, 2021 12:00:00 AM | Mar 01, 2020 12:00:00 AM | Upper Orewa Road | Upper Orewa | Auckland | Rodney | Townhouses, flats, units, and other dwellings | 1129.0 | 260.0 | NaN | 2.0 | Residential | Attached | NaN | NaN | 2014.0 | 177701.0 | 2013.0 | Road | General | 27.0 | NaN | NaN | NaN | NaN | NaN | NaN | 174.641586 | -36.590190 | POINT (1746847.868 5949333.496) | False | upper orewa | upper orewa road upper orewa auckland | 6605265 | NaN | NaN | 8.0 | 0.000000 | NaN | 1002.985573 | NaN |
| 3 | 3 | 227896.0 | Feb 01, 2021 12:00:00 AM | Mar 01, 2020 12:00:00 AM | 56 VINISTRA ROAD | Huapai | Auckland | Rodney | Houses | 1111.0 | 179.0 | NaN | 1.0 | Residential | Detached | NaN | NaN | 2014.0 | 214900.0 | 2013.0 | Road | General | 27.0 | RDC_7 | Future Urban | Rural | NaN | Huapai Triangle | Huapai Triangle | 174.541738 | -36.778192 | POINT (1737579.970 5928624.665) | False | 56 vinistra | 56 vinistra road huapai auckland | 8081617 | [56 vinistra] | [56 Vinistra Road, Kumeū] | 2.0 | 272.107738 | NaN | NaN | 56 Vinistra Road, Kumeū |
| 4 | 4 | 227902.0 | Feb 01, 2021 12:00:00 AM | Mar 01, 2020 12:00:00 AM | 77 VINISTRA ROAD | Huapai | Auckland | Rodney | Houses | 1111.0 | 180.0 | NaN | 1.0 | Residential | Detached | NaN | NaN | 2014.0 | 214900.0 | 2013.0 | Road | General | 27.0 | RDC_7 | Future Urban | Rural | NaN | Huapai Triangle | Huapai Triangle | 174.541738 | -36.778192 | POINT (1737579.970 5928624.665) | False | 77 vinistra | 77 vinistra road huapai auckland | 8081611 | [77 vinistra] | [77 Vinistra Road, Kumeū] | 2.0 | 302.608731 | NaN | NaN | 77 Vinistra Road, Kumeū |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 239646 | 151357.0_11 | 151357.0 | Jul 01, 2014 12:00:00 AM | Mar 01, 2015 12:00:00 AM | 9-11 | FENTON ST | EDEN TERRACE | Waitemata | New Flats | 1200.0 | 3760.0 | 3000000.0 | 37.0 | Residential | Attached | NaN | NaN | 1998.0 | 419702.0 | 2013.0 | Business - Mixed Use Zone | Business | 12.0 | ACC_10 | Business MU | Business | Commercial | NaN | NaN | 174.757447 | -36.868315 | POINT (1756646.878 5918294.000) | True | 11 fenton | 11 fenton st eden terrace | 7523952.0 | [501/11 fenton, 401/11 fenton, 402/11 fenton, ... | [501/11 Fenton Street, Mount Eden, Auckland, 4... | 1.0 | 0.000000 | 1.0 | NaN | 11 Fenton Street, Mount Eden, Auckland |
| 239647 | 151355.0_138 | 151355.0 | Jul 01, 2014 12:00:00 AM | Mar 01, 2015 12:00:00 AM | 138A-138C | GOWING DR | MEADOWBANK | Orakei | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 214.0 | 390000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 461300.0 | 2013.0 | Residential - Mixed Housing Suburban Zone | Residential | 18.0 | ACC_24 | Residential 6a | Residential | NaN | NaN | NaN | 174.838299 | -36.867962 | POINT (1763854.987 5918197.479) | True | 138 gowing | 138 gowing dr meadowbank | 7445958 | [138 gowing] | [138 Gowing Drive, Meadowbank, Auckland] | 2.0 | 12.431048 | 2.0 | NaN | 138 Gowing Drive, Meadowbank, Auckland |
| 239648 | 151352.0_164 | 151352.0 | Jul 01, 2014 12:00:00 AM | Mar 01, 2015 12:00:00 AM | 164-168 | HOBSON ST | AUCKLAND | Waitemata | New Flats | 1200.0 | 0.0 | 3650000.0 | 0.0 | Residential | Attached | NaN | NaN | 1998.0 | 434200.0 | 2013.0 | Business - City Centre Zone | Business | 35.0 | CBD_1 | Central Area A | Business | Commercial | NaN | NaN | 174.760314 | -36.851526 | POINT (1756936.812 5920152.000) | True | 164 hobson | 164 hobson st auckland | 6752833.0 | [37 cook, 1305/168 hobson, 1301/168 hobson, 16... | [37 Cook Street, Auckland Central, Auckland, 1... | 1.0 | 0.000000 | 1.0 | NaN | 164 Hobson Street, Auckland Central, Auckland |
| 239649 | 151352.0_166 | 151352.0 | Jul 01, 2014 12:00:00 AM | Mar 01, 2015 12:00:00 AM | 164-168 | HOBSON ST | AUCKLAND | Waitemata | New Flats | 1200.0 | 0.0 | 3650000.0 | 0.0 | Residential | Attached | NaN | NaN | 1998.0 | 434200.0 | 2013.0 | Business - City Centre Zone | Business | 35.0 | CBD_1 | Central Area A | Business | Commercial | NaN | NaN | 174.760314 | -36.851526 | POINT (1756936.812 5920152.000) | True | 166 hobson | 166 hobson st auckland | 6752833.0 | [37 cook, 1305/168 hobson, 1301/168 hobson, 16... | [37 Cook Street, Auckland Central, Auckland, 1... | 1.0 | 0.000000 | 1.0 | NaN | 166 Hobson Street, Auckland Central, Auckland |
| 239650 | 151352.0_168 | 151352.0 | Jul 01, 2014 12:00:00 AM | Mar 01, 2015 12:00:00 AM | 164-168 | HOBSON ST | AUCKLAND | Waitemata | New Flats | 1200.0 | 0.0 | 3650000.0 | 0.0 | Residential | Attached | NaN | NaN | 1998.0 | 434200.0 | 2013.0 | Business - City Centre Zone | Business | 35.0 | CBD_1 | Central Area A | Business | Commercial | NaN | NaN | 174.760314 | -36.851526 | POINT (1756935.430 5920164.089) | True | 168 hobson | 168 hobson st auckland | NaN | NaN | NaN | 10.0 | NaN | 1.0 | 12.168140 | NaN |
239651 rows × 43 columns
%%time
phase0 = pd.read_csv("output/parcels_phase0.csv", index_col="LINZ_parcel_ID", low_memory=False, lineterminator="\n")
phase0
CPU times: user 14.8 s, sys: 4.22 s, total: 19 s Wall time: 19 s
| appellation | affected_surveys | parcel_intent | topology_type | statutory_actions | land_district | titles | survey_area | calc_area | LINZ_parcel_centroid_lon | LINZ_parcel_centroid_lat | LINZ_parcel_vertices_lon | LINZ_parcel_vertices_lat | LINZ_parcel_roadvertices_lon | LINZ_parcel_roadvertices_lat | LINZmatch_AUP_code | LINZmatch_AUP_name | LINZ_adjoining_parcel_ID | LINZ_parcel_sides_zones | LINZ_TRNSPWR_ohead_name | LINZ_TRNSPWR_ohead_indicator | LINZ_VWSHFT_ohead_name | LINZ_VWSHFT_ohead_ID | LINZ_VWSHFT_ohead_indicator | Hdist_rural | Hdist_rural_code | Hdist_rural_name | Hdist_bus | Hdist_bus_code | Hdist_bus_name | Hdist_resid | Hdist_resid_code | Hdist_resid_name | Hdist_SH | Hdist_MHS | Hdist_MHU | Hdist_THA | Local_Area_name | SA22018_name | SA22018_code | AU2013_name | AU2013_code | MB2018_code | MB2013_code | Hdist_coast | Hdist_motorway | Hdist_main_road | Hdist_rail | Hdist_skytower | SpHA_indicator | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| LINZ_parcel_ID | ||||||||||||||||||||||||||||||||||||||||||||||||||
| 4918991 | Lot 327 DP 56341 | DP 56341 | DCDB | Primary | NaN | North Auckland | NA8C/911 | 642.0 | 643.0 | 174.843218 | -36.876042 | [174.842994; 174.843152; 174.84337; 174.843471... | [-36.875922; -36.875957; -36.876006; -36.87602... | [174.842994; 174.842997] | [-36.875922; -36.876074] | 18.0 | Residential - Mixed Housing Suburban Zone | [5061331, 5002265, 5228435, 5061335, 4722548, ... | ['18', '18', '27', '18', '18', '18'] | NaN | 0 | NaN | NaN | 0 | 7228.891309 | 3 | Rural - Countryside Living Zone | 96.953993 | 44 | Business - Neighbourhood Centre Zone | 0.000000 | 18 | Residential - Mixed Housing Suburban Zone | 1499.258244 | 0.000000 | 463.752596 | 342.351869 | Orakei | Saint Johns East | 144500.0 | St Johns | 517201 | 4006757.0 | 465102 | 1626.866018 | 3904.389673 | 30.431054 | 675.367028 | 7850.889144 | False |
| 4919914 | Lot 178 DP 56342 | DP 56342 | DCDB | Primary | NaN | North Auckland | 474924, NA8C/768 | 650.0 | 651.0 | 174.846572 | -36.873551 | [174.84645; 174.846486; 174.846701; 174.846648] | [-36.873699; -36.873386; -36.873407; -36.873721] | [174.846486; 174.846701] | [-36.873386; -36.873407] | 18.0 | Residential - Mixed Housing Suburban Zone | [4789870, 4877424, 5005927, 4804873, 5178022, ... | ['18', '18', '18', '18', '18', '27'] | NaN | 0 | NaN | NaN | 0 | 7571.289947 | 3 | Rural - Countryside Living Zone | 219.321245 | 17 | Business - Light Industry Zone | 0.000000 | 18 | Residential - Mixed Housing Suburban Zone | 1504.842901 | 0.000000 | 380.053451 | 411.291837 | Orakei | Saint Johns East | 144500.0 | St Johns | 517201 | 4006774.0 | 464800 | 1666.931163 | 4307.322450 | 275.948865 | 296.455456 | 8026.797757 | False |
| 4926734 | Lot 144 DP 53562 | DP 53562 | DCDB | Primary | NaN | North Auckland | 386353, 386354, 386355, 386356, NA4D/859 | 640.0 | 640.0 | 174.845299 | -36.873269 | [174.845069; 174.845157; 174.845513; 174.84546] | [-36.87326; -36.873123; -36.87327; -36.873421] | [174.845069; 174.845157] | [-36.87326; -36.873123] | 18.0 | Residential - Mixed Housing Suburban Zone | [5236861, 5048379, 4926945, 4797737] | ['27', '18', '18', '18'] | NaN | 0 | NaN | NaN | 0 | 7574.099005 | 3 | Rural - Countryside Living Zone | 197.076711 | 44 | Business - Neighbourhood Centre Zone | 0.000000 | 18 | Residential - Mixed Housing Suburban Zone | 1551.382113 | 0.000000 | 336.510990 | 468.042305 | Orakei | Saint Johns East | 144500.0 | St Johns | 517201 | 4006774.0 | 464800 | 1556.501519 | 4232.755849 | 170.250936 | 317.577857 | 7909.576996 | False |
| 4926945 | Lot 183 DP 56342 | DP 56342 | DCDB | Primary | NaN | North Auckland | 433646, NA8C/773 | 913.0 | 914.0 | 174.845585 | -36.873350 | [174.845775; 174.84557; 174.845408; 174.84546;... | [-36.873177; -36.873603; -36.87357; -36.873421... | [174.845775; 174.845575; 174.845689] | [-36.873177; -36.873095; -36.873142] | 18.0 | Residential - Mixed Housing Suburban Zone | [5233326, 5048379, 4797737, 5054505, 7342193, ... | ['27', '18', '18', '18', '18', '18', '18', '18'] | NaN | 0 | NaN | NaN | 0 | 7556.977156 | 3 | Rural - Countryside Living Zone | 180.285687 | 44 | Business - Neighbourhood Centre Zone | 0.000000 | 18 | Residential - Mixed Housing Suburban Zone | 1529.480918 | 0.000000 | 333.915495 | 445.926909 | Orakei | Saint Johns East | 144500.0 | St Johns | 517201 | 4006774.0 | 464800 | 1582.400173 | 4248.261840 | 195.278997 | 314.544307 | 7936.587996 | False |
| 4929034 | Lot 260 DP 56341 | DP 56341 | DCDB | Primary | NaN | North Auckland | 488577, NA8C/850 | 622.0 | 624.0 | 174.847627 | -36.874955 | [174.847427; 174.847674; 174.847826; 174.84757... | [-36.875045; -36.874775; -36.874864; -36.87513... | [174.847674; 174.847826] | [-36.874775; -36.874864] | 18.0 | Residential - Mixed Housing Suburban Zone | [4860765, 5186671, 5186670, 5057572, 5262615] | ['18', '18', '18', '18', '27'] | NaN | 0 | NaN | NaN | 0 | 7452.133541 | 3 | Rural - Countryside Living Zone | 162.913359 | 17 | Business - Light Industry Zone | 0.000000 | 18 | Residential - Mixed Housing Suburban Zone | 1580.494775 | 0.000000 | 489.570672 | 263.495431 | Orakei | Saint Johns East | 144500.0 | St Johns | 517201 | 464600.0 | 464600 | 1834.490817 | 4299.136620 | 434.784957 | 395.754035 | 8169.879981 | False |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 5227472 | NaN | NaN | Road | Primary | NaN | North Auckland | NaN | NaN | 1330.0 | 174.874361 | -36.959668 | [174.875038; 174.874961; 174.874884; 174.87480... | [-36.959943; -36.959973; -36.960003; -36.96003... | [174.875038; 174.874961; 174.874884; 174.87480... | [-36.959943; -36.959973; -36.960003; -36.96003... | 27.0 | Road | [5214220, 4906751, 5142410, 4891625, 5256195, ... | ['27', '17', '17', '17', '27', '17', '17', '17... | NaN | 0 | NaN | NaN | 0 | 3963.447367 | 3 | Rural - Countryside Living Zone | 0.000000 | 17 | Business - Light Industry Zone | 86.562395 | 8 | Residential - Terrace Housing and Apartment Bu... | 760.946689 | 239.919686 | 387.444562 | 86.562395 | Otara | Otara Central | 154400.0 | Otara North | 523501 | 700602.0 | 700602 | 983.514550 | 658.806820 | 45.095107 | 2934.237955 | 15888.342992 | False |
| 5242816 | NaN | NaN | Road | Primary | NaN | North Auckland | NaN | NaN | 1049.0 | 174.872269 | -36.958674 | [174.872009; 174.872304; 174.872476; 174.87240... | [-36.958681; -36.958453; -36.958569; -36.95863... | [174.872009; 174.872304; 174.872476; 174.87240... | [-36.958681; -36.958453; -36.958569; -36.95863... | 27.0 | Road | [4733845, 5231272, 4866075, 4785948, 5234594, ... | ['64', '27', '33', '32', '27', '27', '8'] | NaN | 0 | NaN | NaN | 0 | 4211.055507 | 3 | Rural - Countryside Living Zone | 82.178171 | 17 | Business - Light Industry Zone | 0.000000 | 8 | Residential - Terrace Housing and Apartment Bu... | 785.375433 | 262.434622 | 328.712745 | 0.000000 | Otara | Otara Central | 154400.0 | Otara North | 523501 | 700601.0 | 700601 | 801.720167 | 611.330344 | 5.025442 | 2831.983258 | 15685.595260 | False |
| 7520053 | Lot 5 DP 465319 | DP 465319 | Fee Simple Title | Primary | NaN | North Auckland | 621250 | 2253.0 | 2252.0 | 174.875600 | -36.959503 | [174.875695; 174.875801; 174.876171; 174.87630... | [-36.959428; -36.959472; -36.959629; -36.95968... | [174.875149; 174.875145; 174.875141; 174.87513... | [-36.959472; -36.959456; -36.95944; -36.959424... | 17.0 | Business - Light Industry Zone | [5214220, 7520050, 7520049] | ['27', '17', '17'] | ['Otahuhu - Whakamaru C'] | 1 | NaN | NaN | 0 | 3911.904824 | 3 | Rural - Countryside Living Zone | 0.000000 | 17 | Business - Light Industry Zone | 150.152069 | 8 | Residential - Terrace Housing and Apartment Bu... | 845.357322 | 197.645867 | 386.422868 | 150.152069 | Otara | Otara Central | 154400.0 | Otara North | 523501 | 700602.0 | 700602 | 905.449427 | 757.841845 | 137.798477 | 3038.063157 | 15943.954833 | False |
| 7520049 | Lot 1 DP 465319 | DP 465319 | Fee Simple Title | Primary | NaN | North Auckland | 619244 | 13064.0 | 13062.0 | 174.876401 | -36.959399 | [174.875695; 174.875635; 174.875514; 174.87543... | [-36.959428; -36.959402; -36.959351; -36.95931... | [174.875187; 174.875207; 174.875323; 174.87533... | [-36.959212; -36.959182; -36.959006; -36.95899... | 17.0 | Business - Light Industry Zone | [7520050, 5214220, 7520053, 7520052] | ['17', '27', '17', '17'] | ['Otahuhu - Whakamaru C'] | 1 | NaN | NaN | 0 | 3808.115618 | 3 | Rural - Countryside Living Zone | 0.000000 | 17 | Business - Light Industry Zone | 139.072671 | 18 | Residential - Mixed Housing Suburban Zone | 870.886671 | 139.072671 | 274.592516 | 143.276761 | Otara | Otara Central | 154400.0 | Otara North | 523501 | 700602.0 | 700602 | 859.190377 | 823.461575 | 202.451909 | 3105.040962 | 15980.395818 | False |
| 4733845 | Part Lot 59 DP 60001 | DP 60001 | DCDB | Primary | [Referenced] Declaration That State Housing La... | North Auckland | NA86D/103 | 5449.0 | 5447.0 | 174.871298 | -36.958743 | [174.870701; 174.870815; 174.870818; 174.87082... | [-36.958917; -36.958509; -36.9585; -36.958492;... | [174.870701; 174.870815; 174.870818; 174.87082... | [-36.958917; -36.958509; -36.9585; -36.958492;... | 64.0 | Special Purpose - Tertiary Education Zone | [5187557, 4758156, 5254506, 4866075, 5225006, ... | ['33', '64', '27', '33', '27', '27', '27', '27'] | NaN | 0 | NaN | NaN | 0 | 4250.207218 | 3 | Rural - Countryside Living Zone | 124.492091 | 17 | Business - Light Industry Zone | 20.115492 | 8 | Residential - Terrace Housing and Apartment Bu... | 751.195267 | 304.268175 | 310.515280 | 20.115492 | Otara | Otara Central | 154400.0 | Otara North | 523501 | 700700.0 | 700700 | 769.844893 | 561.066825 | 37.791191 | 2753.967151 | 15637.574122 | False |
547902 rows × 50 columns
len(df), len(df.LINZ_parcel_ID.unique()), len(phase0), len(phase0.index.unique())
(239651, 152990, 547902, 547902)
%%time
df = df.drop(columns="geometry").merge(phase0, on="LINZ_parcel_ID", how="left")
df
CPU times: user 8.49 s, sys: 782 ms, total: 9.27 s Wall time: 9.26 s
| index | OBS | CONSENT_DATE | MARCH_YEAR | ADDRESS_1 | ADDRESS_2 | ADDRESS_3 | LB_Name | BUILDING_TYPE_NAME | BUILDING_TYPE_CODE | FLOOR_AREA | VALUE | BUILDINGS | Building_Type_Group | Residential_Type | Business_Group | Business_Category | Type_Class_Year | MBCODE | MBYEAR | AUP_BaseZone | AUP_BaseZone_Group | ZONE | ZONE_ID | ZONE_NAME | ZONE_TYPE | BUSINESS_TYPE | PlanAreaName | SHA_Name_154 | X_Coordinate | Y_Coordinate | Ranged_Address_indicator | number_name | full_address | LINZ_parcel_ID | addresses | full_addresses | LINZ_MATCH_CODE | distance_to_parcel | LINZ_2ND_MATCH_CODE | distance_from_geocoding_result | matched_address | appellation | affected_surveys | parcel_intent | topology_type | statutory_actions | land_district | titles | survey_area | calc_area | LINZ_parcel_centroid_lon | LINZ_parcel_centroid_lat | LINZ_parcel_vertices_lon | LINZ_parcel_vertices_lat | LINZ_parcel_roadvertices_lon | LINZ_parcel_roadvertices_lat | LINZmatch_AUP_code | LINZmatch_AUP_name | LINZ_adjoining_parcel_ID | LINZ_parcel_sides_zones | LINZ_TRNSPWR_ohead_name | LINZ_TRNSPWR_ohead_indicator | LINZ_VWSHFT_ohead_name | LINZ_VWSHFT_ohead_ID | LINZ_VWSHFT_ohead_indicator | Hdist_rural | Hdist_rural_code | Hdist_rural_name | Hdist_bus | Hdist_bus_code | Hdist_bus_name | Hdist_resid | Hdist_resid_code | Hdist_resid_name | Hdist_SH | Hdist_MHS | Hdist_MHU | Hdist_THA | Local_Area_name | SA22018_name | SA22018_code | AU2013_name | AU2013_code | MB2018_code | MB2013_code | Hdist_coast | Hdist_motorway | Hdist_main_road | Hdist_rail | Hdist_skytower | SpHA_indicator | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 227614.0 | Feb 01, 2021 12:00:00 AM | Mar 01, 2020 12:00:00 AM | 398 PAKIRI BLOCK ROAD | Tomarata | Auckland | Rodney | Houses | 1111.0 | 231.0 | NaN | 1.0 | Residential | Detached | NaN | NaN | 2014.0 | 135900.0 | 2013.0 | Road | General | 27.0 | NaN | NaN | NaN | NaN | NaN | NaN | 174.634550 | -36.224858 | False | 398 pakiri | 398 pakiri block road tomarata auckland | 5209817 | NaN | NaN | 8.0 | 0.000000 | NaN | 2248.259536 | NaN | NaN | NaN | Road | Primary | NaN | North Auckland | NaN | NaN | 37312.0 | 174.635139 | -36.225655 | [174.633642; 174.634421; 174.638887; 174.63909... | [-36.225013; -36.22472; -36.223077; -36.222995... | [174.633642; 174.634421; 174.638887; 174.63909... | [-36.225013; -36.22472; -36.223077; -36.222995... | 27.0 | Road | [5258110, 4769050, 5221993, 4767534, 4746161, ... | ['27', '16', '27', '16', '16', '16', '16', '16... | NaN | 0.0 | NaN | NaN | 0.0 | 0.000000 | 16.0 | Rural - Rural Production Zone | 11269.184643 | 7.0 | Business - Local Centre Zone | 9036.582078 | 20.0 | Residential - Rural and Coastal Settlement Zone | 11205.543559 | 18920.259216 | 18750.532060 | 40015.227830 | Rodney-Wellsford | Cape Rodney | 110400.0 | Cape Rodney | 506660.0 | 135900.0 | 135900.0 | 4851.343624 | 11207.049033 | 4467.269461 | 11164.627575 | 70025.980859 | False |
| 1 | 1 | 227656.0 | Feb 01, 2021 12:00:00 AM | Mar 01, 2020 12:00:00 AM | Ahuroa Road | Puhoi | Auckland | Rodney | Non-building construction | 3111.0 | 0.0 | NaN | 1.0 | Other | NaN | NaN | NaN | 2014.0 | 146701.0 | 2013.0 | Road | General | 27.0 | NaN | NaN | NaN | NaN | NaN | NaN | 174.568721 | -36.475863 | False | ahuroa road | ahuroa road puhoi auckland | 5227114 | NaN | NaN | 8.0 | 0.000000 | NaN | 9110.806700 | NaN | NaN | NaN | Road | Primary | NaN | North Auckland | NaN | NaN | 80759.0 | 174.585217 | -36.478316 | [174.566432; 174.566443; 174.567537; 174.56922... | [-36.475931; -36.475749; -36.475498; -36.47586... | [174.566432; 174.566443; 174.567537; 174.56922... | [-36.475931; -36.475749; -36.475498; -36.47586... | 27.0 | Road | [4987194, 4709140, 5024783, 5251538, 7311836, ... | ['16', '16', '16', '27', '27', '16', '16', '16... | NaN | 0.0 | NaN | NaN | 0.0 | 0.000000 | 16.0 | Rural - Rural Production Zone | 6297.169428 | 44.0 | Business - Neighbourhood Centre Zone | 5618.408650 | 20.0 | Residential - Rural and Coastal Settlement Zone | 8897.821431 | 8970.194906 | 10112.311743 | 14508.493948 | Rodney-Warkworth | Puhoi Valley | 111200.0 | Tauhoa-Puhoi | 506613.0 | 4011785.0 | 146800.0 | 8434.164907 | 5645.861778 | 3195.582938 | 2243.035783 | 44003.687693 | False |
| 2 | 2 | 227796.0 | Feb 01, 2021 12:00:00 AM | Mar 01, 2020 12:00:00 AM | Upper Orewa Road | Upper Orewa | Auckland | Rodney | Townhouses, flats, units, and other dwellings | 1129.0 | 260.0 | NaN | 2.0 | Residential | Attached | NaN | NaN | 2014.0 | 177701.0 | 2013.0 | Road | General | 27.0 | NaN | NaN | NaN | NaN | NaN | NaN | 174.641586 | -36.590190 | False | upper orewa | upper orewa road upper orewa auckland | 6605265 | NaN | NaN | 8.0 | 0.000000 | NaN | 1002.985573 | NaN | NaN | SO 70497 | Road | Primary | [Create] Road New Zealand Gazette 2002 p 4425 | North Auckland | NaN | NaN | 31584.0 | 174.643877 | -36.590466 | [174.639162; 174.639336; 174.63948; 174.6402; ... | [-36.588696; -36.588543; -36.588617; -36.58861... | [174.639162; 174.639336; 174.63948; 174.6402; ... | [-36.588696; -36.588543; -36.588617; -36.58861... | 27.0 | Road | [4861183, 5242128, 4958957, 5186615, 7178486, ... | ['16', '27', '16', '16', '4', '4', '4', '4', '... | NaN | 0.0 | NaN | NaN | 0.0 | 0.000000 | 16.0 | Rural - Rural Production Zone | 1543.902667 | 44.0 | Business - Neighbourhood Centre Zone | 1173.748007 | 19.0 | Residential - Single House Zone | 1173.748007 | 1199.633600 | 1505.570194 | 1904.225235 | Rodney-Warkworth | Wainui-Waiwera | 112100.0 | Tahekeroa | 506614.0 | 177701.0 | 177701.0 | 1485.621881 | 1732.402338 | 1726.240871 | 9791.914387 | 30507.445807 | False |
| 3 | 3 | 227896.0 | Feb 01, 2021 12:00:00 AM | Mar 01, 2020 12:00:00 AM | 56 VINISTRA ROAD | Huapai | Auckland | Rodney | Houses | 1111.0 | 179.0 | NaN | 1.0 | Residential | Detached | NaN | NaN | 2014.0 | 214900.0 | 2013.0 | Road | General | 27.0 | RDC_7 | Future Urban | Rural | NaN | Huapai Triangle | Huapai Triangle | 174.541738 | -36.778192 | False | 56 vinistra | 56 vinistra road huapai auckland | 8081617 | [56 vinistra] | [56 Vinistra Road, Kumeū] | 2.0 | 272.107738 | NaN | NaN | 56 Vinistra Road, Kumeū | Lot 34 DP 544111 | DP 544111 | Fee Simple Title | Primary | NaN | North Auckland | 920825 | 465.0 | 465.0 | 174.538805 | -36.777169 | [174.538639; 174.538666; 174.538985; 174.53897... | [-36.777206; -36.777073; -36.777117; -36.77716... | [174.538639; 174.538666] | [-36.777206; -36.777073] | 18.0 | Residential - Mixed Housing Suburban Zone | [8081650, 8081618, 8081641, 8081616] | ['18', '18', '18', '18'] | NaN | 0.0 | NaN | NaN | 0.0 | 761.856736 | 3.0 | Rural - Countryside Living Zone | 458.682949 | 44.0 | Business - Neighbourhood Centre Zone | 0.000000 | 18.0 | Residential - Mixed Housing Suburban Zone | 267.947276 | 0.000000 | 1655.660174 | 5907.963638 | Rodney-Kumeu-Riverhead | Kumeu-Huapai | 115000.0 | Huapai | 505602.0 | 214900.0 | 214900.0 | 4939.838754 | 616.928756 | 616.696515 | 524.164730 | 21438.011994 | True |
| 4 | 4 | 227902.0 | Feb 01, 2021 12:00:00 AM | Mar 01, 2020 12:00:00 AM | 77 VINISTRA ROAD | Huapai | Auckland | Rodney | Houses | 1111.0 | 180.0 | NaN | 1.0 | Residential | Detached | NaN | NaN | 2014.0 | 214900.0 | 2013.0 | Road | General | 27.0 | RDC_7 | Future Urban | Rural | NaN | Huapai Triangle | Huapai Triangle | 174.541738 | -36.778192 | False | 77 vinistra | 77 vinistra road huapai auckland | 8081611 | [77 vinistra] | [77 Vinistra Road, Kumeū] | 2.0 | 302.608731 | NaN | NaN | 77 Vinistra Road, Kumeū | Lot 28 DP 544111 | DP 544111 | Fee Simple Title | Primary | NaN | North Auckland | 920819 | 548.0 | 548.0 | 174.538242 | -36.777440 | [174.538057; 174.538433; 174.538439; 174.53845... | [-36.777366; -36.777373; -36.777443; -36.77751... | [174.538433; 174.538439; 174.538455] | [-36.777373; -36.777443; -36.777512] | 18.0 | Residential - Mixed Housing Suburban Zone | [8081612, 8081610, 8081650, 7662953, 8081614, ... | ['18', '18', '18', '18', '18', '18'] | NaN | 0.0 | NaN | NaN | 0.0 | 757.692105 | 3.0 | Rural - Countryside Living Zone | 513.691231 | 44.0 | Business - Neighbourhood Centre Zone | 0.000000 | 18.0 | Residential - Mixed Housing Suburban Zone | 276.253606 | 0.000000 | 1706.825709 | 5923.944020 | Rodney-Kumeu-Riverhead | Kumeu-Huapai | 115000.0 | Huapai | 505602.0 | 214900.0 | 214900.0 | 4980.828618 | 648.145684 | 648.604486 | 564.633606 | 21473.659691 | True |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 239646 | 151357.0_11 | 151357.0 | Jul 01, 2014 12:00:00 AM | Mar 01, 2015 12:00:00 AM | 9-11 | FENTON ST | EDEN TERRACE | Waitemata | New Flats | 1200.0 | 3760.0 | 3000000.0 | 37.0 | Residential | Attached | NaN | NaN | 1998.0 | 419702.0 | 2013.0 | Business - Mixed Use Zone | Business | 12.0 | ACC_10 | Business MU | Business | Commercial | NaN | NaN | 174.757447 | -36.868315 | True | 11 fenton | 11 fenton st eden terrace | 7523952.0 | [501/11 fenton, 401/11 fenton, 402/11 fenton, ... | [501/11 Fenton Street, Mount Eden, Auckland, 4... | 1.0 | 0.000000 | 1.0 | NaN | 11 Fenton Street, Mount Eden, Auckland | Allot 241 Sec 10 SBRS OF Auckland | DP 485678 | Fee Simple Title | Primary | NaN | North Auckland | 690715, 690716, 690717, 690718, 690719, 690720... | 625.0 | 626.0 | 174.757339 | -36.868349 | [174.757513; 174.757323; 174.757317; 174.75728... | [-36.868429; -36.868517; -36.868519; -36.86847... | [174.757155; 174.757383] | [-36.868249; -36.868199] | 12.0 | Business - Mixed Use Zone | [4773576, 5018428, 7523951, 5220040, 4737139] | ['19', '19', '12', '27', '12'] | NaN | 0.0 | ['Mount Eden'] | ['RSVS_48'] | 1.0 | 9579.212515 | 3.0 | Rural - Countryside Living Zone | 0.000000 | 12.0 | Business - Mixed Use Zone | 0.000024 | 19.0 | Residential - Single House Zone | 0.000024 | 622.519720 | 268.250951 | 477.881906 | Auckland Central | Eden Terrace | 136000.0 | Eden Terrace | 515600.0 | 419702.0 | 419702.0 | 2573.610570 | 642.023908 | 152.924131 | 41.324778 | 2256.617261 | False |
| 239647 | 151355.0_138 | 151355.0 | Jul 01, 2014 12:00:00 AM | Mar 01, 2015 12:00:00 AM | 138A-138C | GOWING DR | MEADOWBANK | Orakei | New (and pre-built) house, unit, bach, crib, b... | 1100.0 | 214.0 | 390000.0 | 1.0 | Residential | Detached | NaN | NaN | 1998.0 | 461300.0 | 2013.0 | Residential - Mixed Housing Suburban Zone | Residential | 18.0 | ACC_24 | Residential 6a | Residential | NaN | NaN | NaN | 174.838299 | -36.867962 | True | 138 gowing | 138 gowing dr meadowbank | 7445958 | [138 gowing] | [138 Gowing Drive, Meadowbank, Auckland] | 2.0 | 12.431048 | 2.0 | NaN | 138 Gowing Drive, Meadowbank, Auckland | Lot 1 DP 460715 | DP 460715 | Fee Simple Title | Primary | NaN | North Auckland | 604491 | 453.0 | 453.0 | 174.838154 | -36.868170 | [174.838001; 174.837998; 174.838102; 174.83816... | [-36.868227; -36.868225; -36.868099; -36.86802... | [174.838001; 174.837998; 174.838141; 174.838106] | [-36.868227; -36.868225; -36.868324; -36.8683] | 18.0 | Residential - Mixed Housing Suburban Zone | [5205827, 5142140, 7966236, 7533935, 7966237] | ['27', '18', '18', '18', '18'] | NaN | 0.0 | NaN | NaN | 0.0 | 7960.550814 | 3.0 | Rural - Countryside Living Zone | 556.172613 | 44.0 | Business - Neighbourhood Centre Zone | 0.000000 | 18.0 | Residential - Mixed Housing Suburban Zone | 895.725908 | 0.000000 | 234.521923 | 886.724508 | Orakei | Meadowbank East | 143200.0 | Meadowbank North | 516301.0 | 4000769.0 | 461300.0 | 712.000606 | 4117.203611 | 538.664000 | 105.941011 | 7121.881778 | False |
| 239648 | 151352.0_164 | 151352.0 | Jul 01, 2014 12:00:00 AM | Mar 01, 2015 12:00:00 AM | 164-168 | HOBSON ST | AUCKLAND | Waitemata | New Flats | 1200.0 | 0.0 | 3650000.0 | 0.0 | Residential | Attached | NaN | NaN | 1998.0 | 434200.0 | 2013.0 | Business - City Centre Zone | Business | 35.0 | CBD_1 | Central Area A | Business | Commercial | NaN | NaN | 174.760314 | -36.851526 | True | 164 hobson | 164 hobson st auckland | 6752833.0 | [37 cook, 1305/168 hobson, 1301/168 hobson, 16... | [37 Cook Street, Auckland Central, Auckland, 1... | 1.0 | 0.000000 | 1.0 | NaN | 164 Hobson Street, Auckland Central, Auckland | Lot 1 DP 348651 | DP 348651, DP 497469 | Fee Simple Title | Primary | NaN | North Auckland | 734869, 734870, 734871, 734872, 734873, 734874... | 664.0 | 664.0 | 174.760350 | -36.851522 | [174.760735; 174.760552; 174.760475; 174.76038... | [-36.851544; -36.85149; -36.851468; -36.851668... | [174.760387; 174.760133; 174.760254; 174.76027] | [-36.851668; -36.851597; -36.851407; -36.851382] | 35.0 | Business - City Centre Zone | [5238725, 5241240, 5245509, 5127911, 6703018] | ['27', '27', '27', '35', '35'] | NaN | 0.0 | ['Mount Eden'] | ['RSVS_47'] | 1.0 | 11015.432271 | 3.0 | Rural - Countryside Living Zone | 0.000000 | 35.0 | Business - City Centre Zone | 461.942869 | 8.0 | Residential - Terrace Housing and Apartment Bu... | 718.145089 | 1388.878784 | 1160.296223 | 461.942869 | Auckland Central | Hobson Ridge Central | 133400.0 | Auckland Central West | 514102.0 | 4000057.0 | 434200.0 | 728.566386 | 333.059740 | 27.128068 | 1061.448125 | 383.915160 | False |
| 239649 | 151352.0_166 | 151352.0 | Jul 01, 2014 12:00:00 AM | Mar 01, 2015 12:00:00 AM | 164-168 | HOBSON ST | AUCKLAND | Waitemata | New Flats | 1200.0 | 0.0 | 3650000.0 | 0.0 | Residential | Attached | NaN | NaN | 1998.0 | 434200.0 | 2013.0 | Business - City Centre Zone | Business | 35.0 | CBD_1 | Central Area A | Business | Commercial | NaN | NaN | 174.760314 | -36.851526 | True | 166 hobson | 166 hobson st auckland | 6752833.0 | [37 cook, 1305/168 hobson, 1301/168 hobson, 16... | [37 Cook Street, Auckland Central, Auckland, 1... | 1.0 | 0.000000 | 1.0 | NaN | 166 Hobson Street, Auckland Central, Auckland | Lot 1 DP 348651 | DP 348651, DP 497469 | Fee Simple Title | Primary | NaN | North Auckland | 734869, 734870, 734871, 734872, 734873, 734874... | 664.0 | 664.0 | 174.760350 | -36.851522 | [174.760735; 174.760552; 174.760475; 174.76038... | [-36.851544; -36.85149; -36.851468; -36.851668... | [174.760387; 174.760133; 174.760254; 174.76027] | [-36.851668; -36.851597; -36.851407; -36.851382] | 35.0 | Business - City Centre Zone | [5238725, 5241240, 5245509, 5127911, 6703018] | ['27', '27', '27', '35', '35'] | NaN | 0.0 | ['Mount Eden'] | ['RSVS_47'] | 1.0 | 11015.432271 | 3.0 | Rural - Countryside Living Zone | 0.000000 | 35.0 | Business - City Centre Zone | 461.942869 | 8.0 | Residential - Terrace Housing and Apartment Bu... | 718.145089 | 1388.878784 | 1160.296223 | 461.942869 | Auckland Central | Hobson Ridge Central | 133400.0 | Auckland Central West | 514102.0 | 4000057.0 | 434200.0 | 728.566386 | 333.059740 | 27.128068 | 1061.448125 | 383.915160 | False |
| 239650 | 151352.0_168 | 151352.0 | Jul 01, 2014 12:00:00 AM | Mar 01, 2015 12:00:00 AM | 164-168 | HOBSON ST | AUCKLAND | Waitemata | New Flats | 1200.0 | 0.0 | 3650000.0 | 0.0 | Residential | Attached | NaN | NaN | 1998.0 | 434200.0 | 2013.0 | Business - City Centre Zone | Business | 35.0 | CBD_1 | Central Area A | Business | Commercial | NaN | NaN | 174.760314 | -36.851526 | True | 168 hobson | 168 hobson st auckland | NaN | NaN | NaN | 10.0 | NaN | 1.0 | 12.168140 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
239651 rows × 92 columns
df.columns
Index(['index', 'OBS', 'CONSENT_DATE', 'MARCH_YEAR', 'ADDRESS_1', 'ADDRESS_2',
'ADDRESS_3', 'LB_Name', 'BUILDING_TYPE_NAME', 'BUILDING_TYPE_CODE',
'FLOOR_AREA', 'VALUE', 'BUILDINGS', 'Building_Type_Group',
'Residential_Type', 'Business_Group', 'Business_Category',
'Type_Class_Year', 'MBCODE', 'MBYEAR', 'AUP_BaseZone',
'AUP_BaseZone_Group', 'ZONE', 'ZONE_ID', 'ZONE_NAME', 'ZONE_TYPE',
'BUSINESS_TYPE', 'PlanAreaName', 'SHA_Name_154', 'X_Coordinate',
'Y_Coordinate', 'Ranged_Address_indicator', 'number_name',
'full_address', 'LINZ_parcel_ID', 'addresses', 'full_addresses',
'LINZ_MATCH_CODE', 'distance_to_parcel', 'LINZ_2ND_MATCH_CODE',
'distance_from_geocoding_result', 'matched_address', 'appellation',
'affected_surveys', 'parcel_intent', 'topology_type',
'statutory_actions', 'land_district', 'titles', 'survey_area',
'calc_area', 'LINZ_parcel_centroid_lon', 'LINZ_parcel_centroid_lat',
'LINZ_parcel_vertices_lon', 'LINZ_parcel_vertices_lat',
'LINZ_parcel_roadvertices_lon', 'LINZ_parcel_roadvertices_lat',
'LINZmatch_AUP_code', 'LINZmatch_AUP_name', 'LINZ_adjoining_parcel_ID',
'LINZ_parcel_sides_zones', 'LINZ_TRNSPWR_ohead_name',
'LINZ_TRNSPWR_ohead_indicator', 'LINZ_VWSHFT_ohead_name',
'LINZ_VWSHFT_ohead_ID', 'LINZ_VWSHFT_ohead_indicator', 'Hdist_rural',
'Hdist_rural_code', 'Hdist_rural_name', 'Hdist_bus', 'Hdist_bus_code',
'Hdist_bus_name', 'Hdist_resid', 'Hdist_resid_code', 'Hdist_resid_name',
'Hdist_SH', 'Hdist_MHS', 'Hdist_MHU', 'Hdist_THA', 'Local_Area_name',
'SA22018_name', 'SA22018_code', 'AU2013_name', 'AU2013_code',
'MB2018_code', 'MB2013_code', 'Hdist_coast', 'Hdist_motorway',
'Hdist_main_road', 'Hdist_rail', 'Hdist_skytower', 'SpHA_indicator'],
dtype='object')
df.to_csv("restricted/BCs_issued_by_AUP_TLADCs_2021FEB_augmented.csv", index=False)